{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#本章需导入的模块\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import warnings\n",
    "warnings.filterwarnings(action = 'ignore')\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  #解决中文显示乱码问题\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "from sklearn.datasets import make_classification,make_circles,make_regression\n",
    "from sklearn.model_selection import train_test_split,KFold\n",
    "import sklearn.neural_network as net\n",
    "import sklearn.linear_model as LM\n",
    "from scipy.stats import multivariate_normal\n",
    "from sklearn.metrics import r2_score,mean_squared_error,classification_report\n",
    "from sklearn import svm\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "N=100\n",
    "X,Y=make_classification(n_samples=N,n_features=2,n_redundant=0,n_informative=2,class_sep=1,random_state=1,n_clusters_per_class=1)\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X,Y,train_size=0.85, random_state=123)\n",
    "markers=['^','o']\n",
    "for k,m in zip([1,0],markers):\n",
    "    plt.scatter(X_train[Y_train==k,0],X_train[Y_train==k,1],marker=m,s=40)\n",
    "for k,m in zip([1,0],markers):\n",
    "    plt.scatter(X_test[Y_test==k,0],X_test[Y_test==k,1],marker=m,s=40,c='',edgecolors='g')\n",
    "plt.title(\"100个样本观测点的分布\")\n",
    "plt.xlabel(\"X1\")\n",
    "plt.ylabel(\"X2\")\n",
    "plt.grid(True,linestyle='-.')\n",
    "plt.show()   \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：\n",
    "（1）第1，2行：生成用于二分类的样本量N=100的一组随机样本，包括两个输入变量。同时指定两个分类的样本观测点彼此不相交。\n",
    "（2）第3行：利用旁置法按85%和15%将数据集划分成训练集和测试集。\n",
    "（3）第5至13行：分别将训练集和测试集的样本观测，以不同符号和颜色绘制在图上。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ANegJf69a3jyT0R/IP4duEf47+hp4Hz10ZSfawyMiIoVKqeBW7zXAd0c4zxnAtaJ7Bo8EXCJyAvuHVnxeKfU74Heix1+/gp6o92SgBdn6rO6g30G0YRino8vhIdErhURbxQTrwWxARMqt3pMl6N9RLTAnqAEnEB5gKdaQF6djKstjRETORM92Xh0UXEHQmByl1OFB6UvQY7r+DDTEaKpjIabWCutJ9V0RWaaUCjbs5ejxUZuDnkx9SqkVotceDdwcMtEzZouAAstgL0TPuo1GCbpSdx96bN29orvMnkKb7f8LSrsYPYzgNXRr6JDopZjCx6reiR4zNh78GmhTSv0iKGwIuE9EPoyuuH4cPXN8JC4HHlFKvS564t5adEX5C+in8ix0t2cIosczbrfeThM90eRxdAtOF9CtlNoVdMiP0S05/xW9PFstupXrlPCuOBG5Avgq2vBftirXhcB76HHWX2GE71YptVv0kkPftsrhdCCedTUzgYdF5APolq+T0ZMhEZHl6PFw0VrRDYaoGK+ecF4dzSvWoCtsV6AfDmajV0LJRLe4voBuGW9TetLZQ0CNiPwX3YDxwkgeI3pS9xXolvBd1nf3FLBYKfWEiHwXXZkN5yjgDdHrILtE5KPooRTzRC/zdiy6xTzgzbPQ5blU9ATFp9Et2NcppV4O01SJHhbzJnrOyrdET/TbgP5uatEPMSNxH/AHEWlB+/2jo6S/H/i9iPwSfX191bpWn0dPSHwUPbnzZEvjHPTou+aoOToJlQJLcjjlhR6IX4+15At69vQHgboIaV3Ax9AX78fQP+JfoFdN+OAo5/kWegxStPjPoScrrEF3oawJ+78FPdkj/Lhy4GV0t81U4JWguJPQy898AWspNPSPtxJrmSQr7OvoFQ2molv8KoPK5l505fHaoPRHo8f1Xo1uoTwXbRjfsI4/OyhtNkHLEYVpbxylzDzobsRb4vxuVxC69E8BumWiHT3ZZzd6eAPoyXrvWdfCDUHHPAycEJbvVLThzURXit9BrxrxWeu7cFnpHmD/0nHZ1nl/BdyMbmn6J9rYC9CtGT8C/mSld6Mr1fdY/3/XKmM3uiL/AFBupS2y8noB3cUX0PnJQH5jKLMK9FJK/wE+FhS+m7DltoLiLiVsOTgrbBe6q/PLQb+tVwO6zcu8xvLCeDVMQK+O5BVW+CHoycWrgWODwpeiW1+fB+YFhX/MKv9/AFOtsA9iLS8Xds4fAXdY/1+C7kHLsa6XQPkfRuj94zrre78YPQnxXXQvRgF6ab4fo+8L1UHXSYf1Hcy10p+J7k3YGlb256Fbby8O0/lOIL8xlOdn0eOn7wFyg66b66N8bzdb5/l2UHgeuvHnbeAKKywdXdk/ItleYNcr6QKc8kJXXDagnyYDYddYF87FQWFpwN3oysu9wNywfE62fqTvE6UigJ7I9bMRtHwR3cIQLf5PwFlR4k5Cj3mahmXAaOP7F9r8LkM/Yb6KrgRtA74fdPx1aCP9HvqJNxB+pGUOW9CL5LvQFanbgYOtNMejn4SPDjrmRaAiKJ+jgb9G0N01yvfzmmUgH03iNXJ18GexwoqBq63/vwPcGhT3c3SX6q1o86+ywtPRy9aBvglkh+X5JXRF/vSg9N9At2RsRFeOC4LSf8X6br5uXZ/norujN7P/5r3ZKr/A+w3RrqFxKsvPoydaJeX85uXcl/Hqfccbrx7bdZOOtWZ2WPi56HHGheiK61wrfBn6gWUWetz4D8K+u9noCuYRYfkVoFt+/x0UdixwCvAz9L3grKC4WcBzlkcXo8d/z0dXuN8K8uy2oPf/AZ5PYlmeDlyS7O/UzpdYH8wwCqJnWferGLqEReQw9DI6UccAichBSqkddmocb0RGnGk7rkjosmjJ0hDebRopTboKWtbNCpuilIo6uzpKPkVKTx4JDhO0Mf83QvocdCt21CWPDIaJgPHq4RivHh3Rq08UKL30XrQ0ESdXi0jWSNdQhPSZ6LXse8PCZ6OHAA3LS0SqlVJ14eGG8cFUlg0Gg8FgMBgMhiikJVuAwWAwGAwGg8GQqpjKssFgMBgMBoPBEIWUWTqupKREzZgxI2r84OAgHo9n/ATFidFpL0anvRid9hKsc+3ata1KqZG2jJ1wjOTbTvwOUxmj016MTntxos4xeXayZxgGXosXL1Yj8eKLL44YnyoYnfZidNqL0WkvwTqBNSoFvHQ8XyP5thO/w1TG6LQXo9NenKhzLJ5thmEYDAaDwWAwGAxRcExledasWcmWEBNGp70YnfZidNqLU3QmA6eUjdFpL0anvRid9hKvTsdUlnNzc5MtISaMTnsxOu3F6LQXp+hMBk4pG6PTXoxOezE67SVenY6pLLe3t4+eKAUwOu3F6LQXo9NenKIzGTilbIxOezE67cXotJd4dTqmslxeXp5sCTFhdNqL0WkvRqe9OEVnMnBK2Rid9mJ02ovRaS/x6nRMZXnNmjXJlhATRqe9GJ32YnTai1N0JgOnlI3RaS9Gp70YnfYSr07HVJYNBsMkZKAbWt/Tfw0Gg8GQ2kxQz06ZTUkOhD179tDQ0IDf70+2FPr7+3nnnXeSLWNUJqPOfHc6FVmZuERABLElVwvvINTvtDPHxOAknQ98ATY/DGku8Ptg3jmw9BpIS5BtSRrkF0B2TmLyN4RQX19PR0dHsmVMSi9MJEZndELuQRDbfch4dnTG0bMdX1nes2cPdXV1yZZhSHHy3elUZU8hTWytIhsSRfduqH0EfAPgs8JqH9F/j/tWYs6p/LDHmvxhKswJJVUqygbDeJHvTqc6ewoyUe9BE9yzHTMMIz09cr2+oaFhnJWMjFN+CJNNZ0VWZkIryulproTlbSeO0OntJb13Nwz1h4YP9etWC29vYs/fGXslLpovGUYum1SqKE82L0w0RmdkquKsKBvPjoFx8GzHVJaXLVsWMTwVhl4EU1VVlWwJMTHZdLoSbIzLDpmT0PztwhE6e5pZtv0XkePSXNDTnNjzKxVz0mi+ZHBO2Uw2L0w0Rmdk4r0DGc+OgXHwbMdUltetW5dsCTHR3Jzgi8ImjE57WbdtR7IlxIQjdGaXsa7y4shxfh9kl42vnhFwii8lA6eUjVM8xui0F6foNJ5tL/H6kmMqywsXLky2hJgoLS1NtoSYmGw6fWN48oyHhTOmJzR/u3CETncWC7O7ID0zNDw9U08YcWclR1cEnOJLycApZTPZvDDRGJ32YjzbXuL1JcdUljds2JBsCTHR1taWbAkxMdl0Nvb2oxJYYd6wqz5heduJY3RO+zTMPRtcGdpoXRn6/dJrki0tBKf4UjJwStlMNi9MNEanvRjPtpd4fckxs1OccmH39/ePnigFmGw6O71DFHiHyHGnJ2RiR1u3M9aUdI7OXj2D+uiv6PFu2WVjap0Y9A3y8PaneaHhNfI9uVw0+xyOLD7Ufp0O8aVk4JSymWxemGiMTnuZLJ6tlOLl3W/y0LYnGVJDfHz6Rzilernt9+t4fWnUlmURyReRp0TkWRF5REQ8UdLdLiKvi8i3RwozGJLFjp6+ZEswjBV3FhTMGJPp9nh7OfHJC/jtxntYUHwoma4MTn76In678e7E6UwhjGcbDIakEYdnK6X4n9U/4PKXv0FV9lRm583g62/ewGdqrsavUmMRh1iGYXwa+LlS6mRgN3BqeAIROQdwKaWWArNEZE6kMDuFGwwGQyR++c7tTJ1SyktnPMCXDruEHy75Oqs//gjfWXsz9T27ky1vPDCebTCkEBVTMpItIaV5penfPLbzOdae9TjXLriSrx7xOdac+Rib9rzPw9ufSrY8IIZhGEqp3wW9LQUiTSFdATxg/f8ssAw4KkLYluCDRGQlsBKgsrKSmpqakEynTp3KzJkzqa2tRSk1LB6gsLCQzs5OcnJy6O3tpTusyyI7O5vc3Fw6OzspLCyMuC5zZWUlHR0d5Ofns3fvXnp6ekLic3JyyMrKoru7m/z8fBobG4flUVVVRVtbG0op2tvb6e0NXVcwLy+PjIwMent7yc3NZffu4Tft6upqWlpaKC4upqOjg76+vmF5eDwe+vv7ycrKGjabV0SoqqqiubmZ0tJS2trahnU1FRQU4HK58Pl8DAwM0NLSEhKflpZGZWUlTU1NlJeX09LSwsDAQEiawsJCRIShoSE8Hg+tra0h8S6Xi4qKin15NDc3Mzg4GJKmqKgIpRRKKVwu17CuEbfbTXl5OV6vF4CmpqZ9/wcoLi7G5/MhIogI7e3tIfEej4eysrJ9OhobG2mqr8eVtr9bZ8H0aezt7yfT7canFJsbQr/bwuxsFhw0jbVbt7N41gxer32PgaGhkDSLZhzE4NAQrXu7GfB62bK7KVRnTg7zp1Xx1vadLJp5EK9s2sKQ3xeSZsmsGTR1dlGUnc3e/n62Nod+L2V5ecytKGdDXQMLDprGS+9uHjYG+5jZs6hr66A8P4/2nh62t4R+L1ML8vErxds765g/rYpV724mnKVzDmZbSyvVRYU0dXaxqy20TKsKC6kuLmRbcytzK8p5ZfOWYXksmzeH2sYmZpaVUNfWQX3YmrrTiosoz8+jrr2DmaUlvL7l/WF5KEvn3IpytrW0sntPZ0j8jNISirKzaersorq4kDfe27ovrqhvBpeVHUeapLF+xy7mV1fS2+ni53N/zmub36c0cw8As8pKyc3MpL2nh/L8PNZs3b7/BFu2kp6ezrJly1i3bh0LFy5kw4YNw67TwcFBWltbh/lOMkmkZ0Psvt3X14ff72fVqlXDTp5Kvj00NITP56OzszOlfdvv99PV1UVGRkZK+zawLw+7fNvnC/XLkpISBgcHSU9PRyk1bN3ujIwMSktL9+URaYffQHm63W58Ph979uwJic/MzKS4uJiWlhbKysqor68f5rllZWX09vaSmZnJ4OAgXV1dIfFTpkyhsLCQXbubKJ4xPS7f7vd6GfB6qW1sSmnf7u7vx68UG3bVj9m3d3X3cMPsG3nr/UaWH5q3z7e/cfBX6Wr2UdO3aV8eUX17i85rNN/u7u6mvr6ejIyxPcBIrJOeRGQp8COl1EkR4m4Hfq2UWi8iJwOLgDnhYUqpn0TLf8mSJWrNmjVRz19fXx9xXcRU21azu7ubnJzU3/1rMus8LD+HtDR757bWt3dQVVRoa56JYDLoPOLvJ3PH8f/HB0oXhIR/7uVrObLoEK6af9nomVTFNgM92JdEZK1SasmYBSeIRHs2jOzb0TwbUsu3J7MXJgKjczjzC3LjHns7GTz7S69+m1m50/nakStDwu/d8jD/2PEsD3341tEzSbBnx1RjEJEi4DfA5VGSdANTrP9zrHwjhcXNWJ8CkoXL5YDddpjcOusTsDJGhtWikupMBp1nHvQRfrfx3pDvuLmvlUe2P8MZ04fVGw+IVPUl49mxM5m9MBEYnfYyOTz7ZO6ofYC+oB0Ah/xD3Lbpr5x50Ml2yNtHvL4UywQ/D/AgcJ1SKtrq2GvRXXYAC4DtUcLiJpW6OUcivMspVZnMOju9Q7ZXlrsdMrN6Muj82hErWdv6Nuc893nuf/8xfv3OnRz7z7O4+vDLmJlr75qlqehLxrPHxmT2wkRgdNrLZPDsj1R9iKOK53PcY+dw++a/cc+Wv7PiifPJdWfzqYM/ZqPK+H0plqXjPovuorteRK4HXgTcSqng2dKPAi+LSCXwUeBYQEUIi5uioqIDOXzccEprymTXWd/bT3X2FNuWpSnKzrYln0QzGXQWZuTz2scf5s7aB/jb1sco8ORx+4du4oTKD9qoUJOivmQ8ewxMdi+0G6PTXiaDZ4sI96z4BY9sf5qHtj3FkBriC4d8mvMP/hjuNHtb1uP1pVFblpVSv1dKFSqlVliv74eZLkqpLvSEkdXACUqpzkhhcSm0cMrWqeETL1KVya6z0ztE+8CgbS3M67Y7YEtSJo/OHHc2V82/jEc+cht3Lv9ZQirKkJq+ZDx7bEx2L7QbozOUfPeBbWcxWTw7TdL4xMzTuO/E3/DgSb/nM3POsb2iDPH7km2bkiilOtg/kzpqmMGQKjT2DVDocSdkkxKDIdUxnm0wJJ7KLPt6MA3JwzHbXRsMiSARk/0MBoPBYABIM/XkCYGpLBsmNZ3eIboTMOHPYDAYDIHUdyAAACAASURBVAbDxMAxlWWnDMa3e/3eRGF07mdHT98BV5Yz0m0b0ZRQjE57cYovJQOnlI3xQnsxOu3FMV7oFJ1x+lLMm5IkmtE2JYlGKi1ub3Au+e50W1fHMDgEby/0NEN2Gbiz9ofHuMB9MKm2Kcl4YHzbYBiZA9mQxBCFSL6dYM92xqMVsHbt2mRLiImmpqbRE6UARmcoBzocY23wVskpjNFp4R+CV2+Ee4+HR8/Xf1+9UYePAaf4UjJwStkYL7QXo3M/B7oSBhjPDsEG347Xl0zLssEQRCK2wjakIK/eCLWPQNCOUaRnwtyz4bhvmZblGDG+bTBE55D8HNLN/cQ+RvLt82LYEjuMCdmyvH79+mRLiAmzxqS9jLfOeFfHWL9jVwLU2I/Rie7C2/xwqOGCfr/5YR0fI07xpWTglLIxXmgvRud+XDYMvzCebTGabw/EtjNfvL7kmMpyR0dHsiXExMDAQLIlxITRGZl4t8Lu6OlJgBr7MTrRY93SXJHj0lw6Pkac4kvJwCllY7zQXoxOezGebTGab+/dHVM28fqSYyrLBsN4YdZenuBkl4HfFznO79PxBoPBYEgdRvPt3KkJPb2pLBsMYXR6xzbJy2AD3l7Ys31MQyDixp0F887RY92CSc/U4cGrYhgMBoNhOOPp2TC6b2fkJPT0zlgYz2AYZ/xK2TLezDAK/iF4/SY95izNpVsI5p0Dheck9rxLr9F/g8879+z94QaDwWAYTrI8G5Lq246pLM+bNy/ZEmKisLAw2RJiwugcmYbe/jGtuzyvsiLBiuwh5XS+fpOe3ewbgEAPW+0jzDukDDgkcedNS9erXhz9lcjrLMeIU3wpGTilbIwX2ovRqamYYs+mPMazg7DBt+P1pZiGYYhIuYi8PEL890WkxnptEpHrRKRKROqCwkvjUmjhckUZ2J1iOGXxcaNzZMa67rJTWqFTSucIs5tdu1aN35CMghlxD71IVV8ynh07xgvtxejUFGV4bDmH8ewIHIBvx+tLo7Ysi0ghcDeQHS2NUup/g9I/BNwDHAPcoJT6fVzKwujv7x89UQowNOSM8a5G5+js6OnjsPycmAyv3+sdB0UHTkrpDMxujjBno99TqOMLZoy7rLGQir5kPHtsGC+0F6PTXoxn20u8vhRLy7IPOB/oGi2hiHwAqFNK1QPHAleIyDoRuTEudUHk5uYeaBbjgsfjSbaEmDA6YyPWlTFyMzNHTZMKpJTOEWY35/bVO2JVihT1JePZYyDZHhMrRqe9OEWn8Wx7ideXRm1ZVkp1QcxdFlcDgRaLp4AfAr3AcyJypFLqv8GJRWQlsBKgsrKSmpqakMymTp3KzJkzqa2tpbW1NaKGwsJCOjs7ycnJobe3l+7u0IWps7Ozyc3NpbOzk8LCQhoaGoblUVlZSUdHB/n5+ezdu5eesPUCc3JyyMrKoru7m/z8fBobG4flUVVVRVtbG319fWRnZ9PbG9odkZeXR0ZGBr29veTm5rJ79/A1Aaurq2lpaaG4uJiOjg76+vqG5eHxeOjv7ycrK4vm5tD1YEWEqqoqmpubKS0tpa2tbdhTVEFBAS6Xi+bmZqZOnTpsYfa0tDQqKytpamqivLyclpaWYetRFhYWIiIMDQ3h8XhobW0NiXe5XFRUVOzLo7m5mcHBwZA0RUVFKKVQSuFyuWhrawuJd7vdlJeX09jYyMyZM2lqasIb9oRdXFyMz+dDRBAR2tvbQ+I9Hg9lZWX7dDQ2NuLzhf7QS0pKGBwcJD09HaXUsDUYWzIyKJgxnc119SyZNYPXa99jIKxFYtGMg/j31m0smjmDAa+XLbtDt1Etzslh/rQq3tq+k0UzD+KVTVsYCjOcJbNm0NTZRVF2Nnv7+9naHPq9lOXlMbeinA11DSw4aBovvbt5WCX+mNmzqGvroDw/j/aeHra3hH4vUwvyaejYQ2luLvOnVbHq3c2Es3TOwWxraaW6qJCmzi52tYWWaVVhIdXFhWxrbmVuRTmvbN4yLI9l8+ZQ29jEzLIS6to6qA8r02nFRZTn51HX3snMeZ/idd/BQPBnEVRmISWN7cytcLOtpZXdezpD8phRWkJRdjZNnV1UFxfyxntbQ+JFhOWHzmP9jl3Mr66ktrGJ5q7QuuOsslJyMzNp7+mhPD+PNcHbtW7ZSnp6OsuWLWPdunUsXLiQDRs2DLtOBwcHWbRo0TDfSSaJ9Gwr35h8e/Xq1ZxyyimsWrVq2ElTybd3797NtGnT6OzsTGnfbm9vp6CggIyMjJT2ba/Xu8+/k+XbGRkZlJaW7sujoaEBv98fksbv91NQUIDb7cbn87Fnz56Q+MzMTIqLi2lpaaGsrIz6+vphnltWVkZvby+ZmZkMDg7SFeQxrY1ptvh2v9fLCYcdQm1jU2r49mHXMLP297w+46qgWKF7SjWnpU9hw8465laUj79vb9F5jebb3d3dHHXUUWRkjG1MeczbXYtIjVJqxQjxBcADSqmTrfcZSqkB6/+fA68qpf4e7fjRtk2tqalhxYrhp0+1bVPr6uqorq5OtoxRMTrHxmjbYNds3MSKwxI8ucEGUk5nlJnVNYXnJFdnjNtdB/tSqm13nWjPhpF9O5pnQ2r5dqp4zGgYnfaSaJ3zC3JtGbNsPDtGEuzZdq6GcSbwZND7Z0TkAqATOBn4g43nMhjGlfoxro5hiJFos5s3bkq2ssmA8WyDIQHkux2z0NjYmaSePeZNSUTkRBH5coSoU4Dg/rbvAy8Cq4FblVLD+w4MhlHwp8hOevFug22IkQNclcIQHePZhvGmz+sfPdEEpjJrEjSsTDLPjvnxJ9Cdp5R6AXghQvyFYe9fxMZF96ZMmWJXVgnFKcslOUHnrk4v/9ntJS3PS3W+O9lyRmxdnuKQySJGp72ksi8Zz44NJ3ghOEfnoErjggd3ccvplSnh29FIZHmm2VhPdowXOkVnnL7kmO2ujznmmGRLiImKihRbQDwKTtB5z1sd/Gmzi7vf6hg98TjQ6R2ifWAwYgvzMbNnJUHR2HG8zvHeYnUUnOJLycApZeMELwTn6Lxvazo+Pynj29FwSnkaz7aXeH3JMZXltWvXJltCTDQ1NY2eKAVIdZ27Or2sbejnM7N9rG3oo64zNdaabOwbiFhZXhu8kkIK41id/iF49Ua493h49Hz999UbdXgScYovJQOnlE2qe2EAJ+jc1ellbmY3ClLKtyPhhPIE49l2E68vOaayvHjx4mRLiIny8vJkS4iJVNd5z1sdDPkV977nYijFWikirb28eNaM5IgZI47VGbzFqrdX/619RIcnEaf4UjJwStmkuhcGcILOe97q4N739PCGVPPtcJxQnmA8227i9SXHVJbXrVuXbAkxEb6GZqqSyjoDrcp+BRce7MOvUquVItJW2Ou27UiiothxpM4Rtlhl88NJ7d5zii8lA6eUTSp7YTCprjPg25+apddETjXfDidR5Wn3ShjGs+0lXl9yTGW5q2vUzahSgvBF3FOVVNYZaFUGqMjSf1OtlWJHT+jGA11hGxGkKo7UGdhiNRJpLh2fJJziS8nAKWWTyl4YTKrrDPh2wLMh9Xw7mESVZ0VWpq0rYRjPtpd4fckxlWXD5KB70M/qXX2404Qp6UKa6L/uNGH1rj66Byf3kkSTkhG2WMXvO/AtVlNsAorB4DSCfTvg2ZPVt10Tfcm4WJiAnj2BV842OJEcTxq3nVmJ12e1KO/Zzc2nTgXA4xJyPKnzfNc+MEhRhmfir6eZbNxZMO8cPd4tuFsvPRPmnh3/Op9RdqJi6TX26DYYJgnBvh3s2ZB6vm0YByagZ5vKsiHlqMjdvzZnXXca1QWpuX5jY98AhR63qSyPBwEzDDbJuWcfmEkGT0AJNILUPqL/Trv1gOQaDJONgG+nsmcbxpEJ5tmOqSwfdthhyZYQE0VFRcmWEBNGpz0ENio5rKoy2VJiwrE6o22xGi+BCSi+gdDwwASUgZ9BRs7oOh3iS8nAKWWT6h4TwOi0F6foNJ5tkWTPdkzfiM8XZfxLiuGULZGNTnsIrIzh8ztjTJ4vxcszQFSddm2xOtoElL27Y8rGKb6UDJxSNqnuMQGMTntxik7j2RZJ9mzHVJb9DqmMOOUHaHTax46ePoYcUjFwyu8o4TpHm4CSOzVyXHhSh5RnMnBK2TjBY8DotJtE6KyYkmF7nk75HU10z3ZMZTkjw/6LMBEkcr95OzE67WWvXzniJpHhdo+eKAVIuM7ABJT0zNDw9EwdHkN3HjjHl5KBU8rGKR5jdNpLInQmYsK38WyLJHu2YyrL77zzTrIlxERbW1uyJcSE0WkvO5uaHVFZfmdXXbIlxMS46Fx6jZ5w4srQRuzKGPMEFKf4UjJwStk4xWOMTntxik7j2UEk0bMdM8HPYEh1ApP9zOoYDsHuCSgGg8FgSBxJ9GxTWTYYbKLTO0SWWXvZeQQmoBgMBoMh9UmCZ8c0DENEykXk5RHiq0SkTkRqrFepFX67iLwuIt+2S7DBkMo09g3gd8BwDMdgdteLC+PZBoMhKUxQzx61ZVlECoG7gewRkh0D3KCU+n3QcecALqXUUhG5Q0TmKKW2xCs0Jye2wdvJxu2QwfhGp70E62xI4eEYOQ6ZdJWT4YFXb4y8U1Na6nSIpaIvGc8eG070mFRmsurMdyfGl4xn20u8vhTLJ/AB5wP/GCHNscBJIvI54Gml1LeAFcADVvyzwDIgxHhFZCWwEqCyspKampqQTKdOncrMmTOpra1l0aJFw+IBCgsL6ezsJCcnh97eXrq7u0Pis7Ozyc3NpbOzk8LCQhoaGoblUVlZSUdHB/n5+ezdu5eenp6Q+JycHLKysuju7iY/P5/GxsZheVRVVdHW1kZJSQnt7e309oY+VeXl5ZGRkUFvby+5ubns3j18TcDq6mpaWlooLi6mo6ODvr6+YXl4PB76+/vJysqiubk5JF5EqKqqorm5mdLSUtra2ujv7w9JU1BQgMvlYsqUKQwMDNDS0hISn5aWRmVlJU1NTZSXl9PS0sLAQOgi4IWFhYgIQ0NDeDweWltbQ+JdLhcVFRX78mjY3YR/yBuSpqioCKX0ChIul2vYZAu32015efm+901NTXi9oXkUFxfj8/kQEUSE9vb2kHiPx0NZWdk+HY2NjcPWWCwpKWFwcJD09HSUUnR0dITEZ2RkUFpauv+zNDQMW3qmtLSUKVOm0NfXh8/no27PHrakCWlWZbk4J4f506p4a/tOFs08iFc2bWEobAmcJbNm0NTZRVF2Nnv7+9naHPq9lOXlMbeinA11DSw4aBovvbt52ITCY2bPoq6tg/L8PNp7etjeEvq9TC3I54jp1by9s47506pY9e5mwlk652C2tbRSXVRIU2cXu9pCy7SqsJDq4kK2Nbcyt6KcVzYPr0stmzeH2sYmZpaVUNfWQX1YmU4rLqI8P4+69g5mlpbw+pb3h+VxfMcjvL3XzVzxsK34JHbnHwU+gTWvQM5UZpSWUJSdTVNnF9XFhbzx3taQ40WE5YfOY/2OXcyvrqS2sYnmrq6QNLPKSsnNzKS9p4fy/DzWbN2+P3LLVtLT01m2bBnr1q1j4cKFbNiwYdh1OmfOHFpbW4f5TpJJmGdD7L6dkZGB3+9n1apVw06eSr7tcrnw+Xx0dnamtG/n5eXR1dVFRkZGwn07r6iUvR2tDA4OhqSJ1bcDOlLdt7u6unC73fh8Pvbs2RMSn5mZSXFxMS0tLZSVlVFfXz/Mc8vKyujt7SUzM5OcIRcv7dwZGm+Tbw94vdQ2NqW2b3fvxl/7DzZM/QRzmx5jW+nJ7PYdus+zgcT69hadVyy+XV9fP+ZVMSTWGfwiUqOUWhEl7gRgDdALPAdcbb1+rZRaLyInA4uUUj+Jlv+SJUvUmjVrop5/7dq1LF68eFh4qs24Dvw4U53x0rmr08tVTzRwy+mVVOeP/UneyeV5WH4OaWmpteDM2q3bWTxrRrJljIy3l7U1d7F4+++Hx7ky4KJViZ/UUTU9pmTBviQia5VSSxIpaywk2rNhZN+O5tmQWr7tZI9JBJPZsw+E+QW5CelNNJ4dIwn2bLvu5K8ppfYqpXzAf4A5QDcwxYrPOdBzRTPdVMMJJgHjp/Oetzrw+eHutzpGTxwBJ5dnfW9/yi0nl/KmC9DTzOL6uyPHpbn0LOgUwSm+FAHj2RZO9phEMJk9OxUxnm0v8fqSXZXlZ0SkQkSygJOBd4C16G48gAXA9gM5wUitzqlEU1NTsiXExHjo3NXpZW1DPwpY29BHXad31GPCcXJ5BrbCTqUK85r3tyVbwuhkl7Gm+vLIcX6fXi4oRXCKL0XAeLaFkz3Gbia7Z6cixrPtJV5fGnNlWUROFJEvhwV/H3gRWA3cqpTaDDwKXCQiPwfOA56IS6FFio0JjEr4+KxUZTx03vNWB0N+XVEcirOlwunluaOnL2J4sugOG8eYkriz6M6bF32nphRaC9kJvmQ8e2Sc7jF2Yjw79TCebS/x+lLMUxQDY9+UUi8AL4TFvQgcEhbWJSIrgI8ANymlOuNSaHAkgRYKy3fxq/0tFfGMgzMkn96hPp7Y+QJ7vd2cULmUmbmxjRGLi5ypemem4JnVY9ypabJjPNswFoxnTzx8fh8vNLzG9u46jiw6hKNLFyZulaYJ7tkJXc9DKdXB/tnVhklEcAtFgEBLxXXHl5AmqTXxLZG0T4CNSp6rf4ULXryKxSVHUJpZxDVv/phL5nyCnx3z7cR9LrO73rhjPHvyYjw7fiqmpN7ybtv37uL0Zy4j05XBwuLD+Mn63zErdzoPf/gP5HoStKzjBPZsc/UbbKd70M/qXX2404Qp6ftf7jTh+frnOf/5C/Ar/+gZTRAa+wZSatzyWOkY6ORTL3yZv590K0+feg/3rvgl7533Ei80vsZf3380sScP7NQ0gUzXYEg1RvLsl+u2c9KTH6apzxljfJNBKjaGfPrFq7l07idZc9bj3H78/1F7bg3V2RV8480bE3viCerZqbNS9CgcfvjhyZYQE8XFxcmWEBOJ1JnjSeO2Myvx+kIriH7l58tv/I2W/k6erX+WU6tPHTWviVKe9SmyUcnh06rHfMxD257kpMrjOL7imH1hBRn5fPeoq/nNhrv49Oyzox/s7Y2rlSEencnAKb6UDJxSNhPFYw6EaJ4N8NtNf+KNVj93bL6D6xZeN2pepjztJR4v3LTnPXZ01/PVwz+3757jSnPxkw9cy5wHV/Drpd/D4/JEzyAO357onu2YynL4AuupSvji6alKLDr7vH6muOPrfKjIHT7G7em6p8nPyOHahV/n5v/ezMlVJw/r2gs/50Qpz07vEJVK4UpyZXkgjkktrf3tTM+pHBZ+UE4VbQN7IhwB+Ifg9Zvi3s0pHp3JwCm+lAycUjYTxWPAfs+u76nn1ZYXuGf5PVxUcxGXz7uc8inDl1wLPu9EKs9UIB4vbOvvoCp7Kq40V0h42ZQS/MpPn68/cmX5AHx7onu2Y4ZhpNrmDtFIdsthrIymc1enlwse3BXX0kGR8Cs/t268lSsPvZJl5cvIdmfzbP2zo55zopQn6G2wkz0cI57f0YemHs0/dz6H1x96Lfx921MsK4+ynvvrN0HtI+Ab0K0UvgH9/vWbEqYzGThFZzJwStlMFI+x27MB/rjpj5w36zxm5c3i7Blnc8fmO0Y970Qpz1Qhnt/RguLD2NK1jR1760LCn61fxazc6eS5cyMfeAC+7ZTfe7w6nfHp0Ftxjgd93gMbS+uUH+BoOg90Yfpwnq1/lmx3NseVH4eIcOWhV3Lrxlv1U65V5pHOOVHKE3TrcvvAYFIrzPG0bB9XvoS5eTM5+18r+XfLerbv3cWP/vNr7qh9gK8fuXL4Ad5e3TIxFLplL0P9OtzbO/wYG3Qmg/HyJScynmVzIL49UTzGbs+u76nnuYbnuHj2xQBcOvdSHt/5+L6xy9F8e6KUZ6oQjxfmuLO5bsEX+egzl/Dkrhdo6Gni3i0Pc+lLX+PGD1wT+bMfoG9PdM92TGV548aNCT+HHU/m4fvcpyoj6bRjYfpggluVAz/S48qPI9udzX1bnuKCB3expq434jknQnkG09g3gD+JleWN9Q1jPkZEeOjDv2dp2SIurvkfjnvsE7zXtYNVZzwYefm4nmbdhReJGHdzikdnMhgPX3Iq41U2B+rbE8Fj7PZs2N+qXJBRAEBJZsm+1uVAmUfy7YlQnmMh353Y0azxeuE3jvwC3154FT9Y92sWP3o6f37vEf56wq85Y/pJkQ84QN+e6J7tmDHL40HwE/L1y1Nnx5nxJtLC9AdSHq81vcbWvVu5q/Yu7t6yf0vMPQN7uO3du8jz/4xfrW6z9ZypTEOKTPYbCxmuDK4/6iquP+qq0RNnl+mxbpFIsd2cDM7H+Lb9nt052Mk/dvyDQwsO5e32t/eF7/XuZUvnFgY6LsDnl4i+fcnBB/ZZnEZlVup6+YWzz+LC2WfFltj49oiYyrJFpCfzybgQeyIWpl9Usohbl906LLylx8dtb/pRQEf//m7U4HNORDq9Q2RNgLWXo+LO0pNCah8J7dJLz9SL1E+wJYUMycP4dmI8O9edyx8/9EcG/YPD4jr7XNz2OlF9+4IZjumwtoW0iWLhxrdHxFSWLex+MncSwTOZR1qYPt7yyErP4oPlHxwWfsNLzbh8fUQabTjRWyka+wbwpKWR406fmBXmwK5NE3Q3J0NqMFl9O9GenSZpLCmNPHn3hpea8fn7IsYN+aGtd4hZcZ3VkHSMb0fFMZXlvLy8hOVt55O5xzPC2oUpREDnrk4vVz3RwC2nV1IwxcXqXX14XBLytOxXsHpXH92DfnI89rQahJd5gMx0QYLOeenczIjHpxrxfO87evqYXxBlVnKCyJsyZXxOlJZ+QLs5jZvOAySRvuR0El02dvm28ezYicW339ujONTm8yYCp3zv4+qFB+DbE92zHVNZXrRoUcLytvPJvKzMGa0aAZ3h4/2iLUzvcYmt5nfnuvZhZS7AvBIPn19StO+cUyOs/ZmKxPu9j/dW2ItmHjQu59lHYDenMTLuOuMkkb7kdBJdNnb5tvHs2Ojz+iOWeSTfTvWKMjjne0+KF8bh2xPds1P/irZYu3ZtQvIdaZvPwJP5WGhqcsaWoE1NTRHH+1Xkuple4Bn2srPSurl1gDfr+3EJIWXucQn/3T1AUVb6vnM6qTzjobFvgH6fb9yWk1u7dfu4nCdemvta+c2GO7lrzdO81Lg66etSj0aifGkikMiysdO3neQxyfLswOoXr0co83Dfll5nrIbhlO891T27b6ifP295mDvXPM397z/GoG/4OPdUIl5fklhuRiJSDjyklPpQlPjpwD2AH3gP+DxQCbxhvQc4VynVEu0cS5YsUWvWrBmbeuCdd94Z8zHhNO71Rn0yd0rLZjzc8FIzb9T14Vd6ksIx1VPGZbzfDS81s3pXHwumZrDSao0IMNHLPBrzC3In5tjlMfDPHf/islVf54zpJ1GVNZVHtj/N7LwZPPTh35PhyhhfMVURlsQbBRFZq5SKskvL+DIeng3Gt8ebZHv2wopMPre4cFj8RC7z0ZjM3r2lcxsfeeozHFpwMB8oXcCrTWvY1d3I86f9lWkRdn1NKAn27FFblkWkELgbyB4h2eeBK5VSJwLTgCOAY4AblFIrrNeIpjsab7zxxoEcHpU+r9/WJ/PGxsYEqLSfrbsaoo73SyTBLSMbWwZIExmxzJ1Snk7R+cZ7W5MtISKdg11cuuprPH3qPdy9/OecWfhJ/vuJZ/Dj55fvDN81LFVIlC8dCJPBswHbfNspv91U8OwNzf3DPDu8zJ1Snk7RmaqeDXDZqq/ztSOu4KlT7+H0/LN5/rT7uHjOOXzh1W8lW1pU4vWlWIZh+IDzga5oCZRS1yul3rXeFgOtwLHAFSKyTkRujEtdEH19kWffHgiJ2B50LPvNH+hugQdCW/dA1PF+iSTS7PWRGEt5JpMD1TleG5X0DaZmF9k/dzzH8qnH8oHSBYDW6U5zc/3CL/OX9x5NsrroJMKXbMB49hgY6283Wb5tPNtenKIzVT17x946tnRu58pDLwL26/zaESt5Zfca2vv3JFNeVOL1pVEn+CmluiC2rSFF5Hxgg1KqQUSeAn4I9ALPiciRSqn/hqVfCawEqKyspKamJiS/qVOnMnPmTGpra1FKDYsHKCwspLOzk5ycHHp7e+nu7g6Jz87OJjc3l87OTgoLC2lo2L/LzO69Xq6e7+cv69u5Yn46+fn57N27l56enpA8cnJyyMrKoru7m/z8/IhPpFVVVbS1taGUor29nd7e0K0h8/LyyMjIoLe3l9zcXHbWN7JzzyDTCzx4XLpsq6uraWlpobi4mI6OjmFfal5eHh6Ph/7+frKysmhuDt1RR0SoqqqiubmZ0tJS2tra6O8P3bqyoKCAQb+g/H6mZadx3qxQw9jr7aZ7sISejhbKy8tpaWlhYGBgWJmLCENDQ3g8HlpbW0PiXS4XFRUVNDU1UV5eTnNzM4ODgwz6FMcVevlggeLxnWm402Cov4edrXtJ6+8MycPtdlNeXo7Xq2+KTU1N+/4PUFxcjM/nQ0QQkWE7Mnk8HsrKyvbpaGxsHGaQJSUlDA4Okp6ejlKKjo7QG0FGRgalpaX78mhoaMDvD71ZlpaW4vP56Ovrw+fzsWdPqElkZmZSXFxMS0sLZWVl1NfXDxuLm6EqSfMOUpSdzd7+frY2hzbqleXlMbeinA11DSw4aBovvbt5WB7HzJ5FXVsH5fl5tPf0sL0l9HuZWpCPXyne3lnH/GlVrHp3M+EsnXMw21paqS4qpKmzi11toWVaVVhIdXEh25pbmVtRziubtwzLY9m8OdQ2NjGzrIS6tg7qw8p0WnER5fl51LV3MLO0hNe3vE9m/1TOyjuPmo2bAFCWzrzsPI7LPX5feIAZpSUUZWfT1NlFdXHhsNYXEWH5ofNYv2MXLcvcbwAAIABJREFU86srqW1sorkrtO44q6yU3MxM2nt6KM/PY03w2MAtW0lPT2fZsmWsW7eOhQsXsmHDBtra2kLyGBwcpLW1dZjvJJNEerZ1TEy+3dfXh9/vZ9WqVcPOG69vBzy7saGOytyD6OjoOGDfHhoawufz0dnZmbK+nZmTh3fIz7JyYWePcO7M/T7mV3vZVT/EtKrKfT5ll2939w3s82yAx3em0dfbw47mPZTlZgz7PbjduoU5kEcq+7bf76erqwu32x23b5eVlbG1uSWhvt3v9TLg9VLb2JRSvv3u9ja+M/O7vLJJj9rq7u/HrxTvNbRS7Cnivd0t9PbuDskjob69Rec1mm93d3dTX19PRsbYhvbFNGbZ+hA1SqkVI8TPAu4HPqyU6hSRDKXUgBX3c+BVpdTfox0/2ti3mpoaVqwYfvp4x77t6vRy9ZONDPoUHhf8+rRKWxazr6uro7q6etR0gTFgx04bnzFn4WzbsQtXfvmw8ESOPQsebxdgtHF3sZZnsrFDZ8WUjISvjFGzcRMrDjskYfnvw9s7pqWH3uvczgcfO4ct59WQ78mjZuMmjpk7gytf+Rb9vkH+dtItidccTIzj34J9KZXGLEPiPRtG9u1ong3x+XayPRuS69vGs+3FLp2JHrOcqp7t8/uYef8y7j/xFpaWL6Zm4yaOP3Quv9t4Lz9/+49sPvdF3K5xHMeeYM+2ZTUMa4zcfcDlSqlAE+EzIlIhIlnAycCBz+iwkbF2LdlJpBnN443bNXzcmd0zqIOxe9WRiUhj30DKr/4wKv4hePVGuPd4ePR8/ffVG3X4CMzOKuMz005k+WPn8uDWJ6jr2U3RvUfy1/f/wardb3DMP85kS+e20c/v7YU92/VfQ1SMZ4+dZPu28WxDQojTs12+AX5+xOc557mV/Hbj3bT2t1P+58V8ZfX38eHn4AeO54mdz49+fod49pjXWRaRE4HDlFLBTT3fBKYDv7GesP4X+D7wIjAI3KqUGt53MAYWLFhwIIeHkIjtQQOUlJSMmiYVdp2KRaed5HjS4loPdLx1xotdOut7+6nOnpKwlooF06clJN99vH6T3i7VN6BHzoJ+D3qx+3D8Q/qYzQ9zs6TxN18P1738TVzuqVROKecrR3yWlYdcwJ82/41Tnr6Izee+yOrm//DX9/5Bn6+fU6uX84mZH8WN7Mtn385T887RO0+lJW45eTt9KVEYzx6ZWH+7yfZt49n2YofOfHfit6pIZc/+ZJqLKt8Q1//nVuolBxHhS4dezPcW/w9vt2/ik89fyaozHsAlLm7ffD91PY0sLjmCS+eeS6E721GeHXPLcqA7Tyn1QpjpopS6VilVETSL+iWl1ItKqUOUUkeGp4+HvXv3HmgW+xhpMfsDZXCUwfgjmf54MprORBDP7PVk6IwHu3R2eodoHxhMWAvz3rCxkLbi7dXGNxR2jqF+HR6p5SDIqGWojzfVII3eLs4vXMz1R32ZB7Y+zhnPXM4V8z7F9OwqLnjhKi6u+R9m5U3jg+WL+c2Gu/jo05fQ/+qN+w3f26v/1j6i808gdvqS3RjPjo1Yfrup4NvGs+3FDp0VWZkJXzYulT0bby+7/AO80dfAcTmH8Mtjv0vbQAdHPXIaB+VU8YVDP821b/6EDz52DgrFR6o+xL9b13PUI6ex/aXvOMqzHbMpSWamPdseJ7prKT195CeiRJr+WBhNZ6owGXU29g0kbHWMTHcCx5D1NOsWgkikuXR8MGFG/W98PIyXCiWc2bWLy2d9jJrT7wfgztoHmZZTwbP1L7PmrMf5xpFfYOUhF7LqjAdxAX/c/DdeGurmm/TzfQbYhG9kw7cJu3xpIjJRPBtSw7cnoxcmEjt0usZhfeVU9uxeFF+kn5NVOsf3NXPhQSfz5xN+xaVzPsl1a37K/II5PFP3Ev/8yJ/46dHXccncT/LXE37DZ2efzTXv/53NQz18nwG+ST81DKGG+lLWs51xVWPfMi/xdi3FykgtggHT97iEtKDfmF+xz/QP9Px9Xj9T3KPn4ZSxsZNVZ0OChmP4Elme2WW6Ky0Sfp+ODyZg1NYhj+LlYtxsxM96l4vFPc24CmbwxcMu4tZ3/8L69nc5tXo5xZn7N0Vwpbn44kGnsbLhdQqAC3HTheJ4erkeD1enZenzxLHldiw4ZfmpZDARPBtSx7cnqxcmCqfoTGXPXoWP+aSxAhdvByrXBTO4av6lTLvvWPqG+inJLGJp+eKQbP7fQadS/NZvqGGQi3CTj/AF+llIGn+RLFwp6NmOqSxv3ryZiooKW/KqSOBOQx0dHWRnR94LwG7TDzfYXZ1ernqigVtOH32W+Eg6U4nJqrPTO0SBd4gcd7qtFebNDY1UFOTbll8I7iw95qz2kdBuvfRMmHv28BnWEYxaAdfgYXXZx3isfQOn50+na7CbTXveI11czMgZPnu9Zs9m+vGznlwy0WX1FTwsoofThnqZE274NmKnL000JoJng72+HalSHKtvT1YvTBRO0ZnKni1oz74ED/eWn83N25/gi4d/lgHfIEP+IWoaVzMrd/iY662+AXzAm2QxA92yfS0eTqKXe3x7uSwFPdsxwzAmCnbtOhVpcf573urAl4QhHYbEsKOnzzGtH/tYeo02WVeGNlpXhn6/9JrQdP4hePOX4Nt//Z6Dm7vxMteVxUxPPt9dfwv5dx/OZ1/+BpXZ5fz1hF/zl/cfDVns3q/8/HnrY3xCefZVlAGmkcZncHO/csb4SUNqY4dvR9tQxfi2IanE6tkALg/k7V+i7XhcvIuf91zpzM0o4sWmNRTfu4AZ93+QoswC/vXRP1PX08SbzW+FZHPt2p9xsErbV1EGyED4Gh7uS1HPdkzLspOJdWjEWAg22OuXl0Vc1siONUgNySXRq2PYTlq6nkF99FdGXrMzMEmE/eNNF+PiAvGwxDXIje4prJx3Ibdvvp+izAIeP/kOPC4Pn5l9Nkf/8+N86dCLyffkcveWv+P1DXJW2hQIG1OaA/QHdQ0aDLEyHp4NkZejM75tGFdi9WzQvt21c9/bKQh/IJOPqr38Ms3FJ2eeRkaah7Vtb/PyGQ8xLaeSW5fdwBnPXs7KQy7gsII5PFO/itUtb/EZydDN0kHkIPSLpKRnm5blBJOI7VkjGWyy1yA1JIZO7xDd3iHntTC7s7TZRTLdaDOwgZ+Swx0n/oYB3yBvtLzFtQuu5MlT7sLj8gDwkw98k9uW/ZiNe7bwfMOrfG7ep7jmiM/xF9WPCnLeXhT34eV03MPH3RkMIzBeng3JXzvaED8VU8a2A1zKM5Jnw37f9oXuDHkObl4hF1A83/AqyyuOZf05TzMtpxKAs2ecyqozHqDfN8A/dz7H/IK5PLj8lzzNAL1Bnq1Q3MEgp4snJT3bMS3LhYWFoydKAcK3UIzUmnCghBvsrf9uZ2PLwJjWIB3rVo/JwujUwzEOy8+xpXW5MBXG6IVNEglG0t0sz53Ber+Liw86aXi8CCdWHseJlcftC9s72M3xG+/lvIFuLlNpdAE3M8CytAyOnXeeTrRne8w7U40Fp/hSMnBK2STDs+/+/+y9eZxcVZ33/z5d3dX7Ut3prt4S6IR0IAECSTQEAgR0XHCBiQsoos44w6iDMy4zjIrPM6OPzvj4G50RF1TEBZyfo6CAiAsihBAMYJJJJJ2lG9JJet9T3dVVXet5/qiqTu11q/pW1b3p83696pXKvefe++lb937q1Lnn+/0enOG9l9myyh2tvFBflqoz39VWIxjCsyGtb6+zlLNQ38Ktr/rPpJte2HAB/771M4v/l1Kyo34t1zhe4ROyjHrgB/joFfDtte8M+XSWFQW1kqsvmWZk2QzJ/wGam5sX3+td8cntCybN93lodCEh+CTTKEW0znhmPDOGGclMp9NI5FvnkGtBl89k43k6J7jPpfqShgjsbHTWWmvY/c6nuKLlcr4s/PyoJMhHS6r5XvdtCGTWlamywSy+VAzMcm6K4dn7h918+49TWaWjS+cxLr8Lt9+9JK16oTxbXwzh2ZDRtzd2dWnelRCC7+78JR9vv4b/XwT4ckmAV5eUs7v7Nuqu/GROFQW1kveiJMVm//79xZagibGxscX3ej5iizwaTGawklBUajY5SKN1RuMJeHj7k2/nv0/8d85a9SSVTqORb50Onz5Gsf/ESV32k2uJVOBsBHZpXL7L0orQ8rKqrHXWljfwibf+hN+/70/88m1PcOt7X6SkpAT6Hs1r0nuz+FIxMMu5KYZn+4NwcNSTVe7odB7zTy/+E/+8/59z1qonyrP1xRCeDRl9e//AePLtUlBisfLuG77PY+87xO/f9jv+4b37qLvmX+CFr+S1WEmuvmSaaRibN2/O3MgA2O12QP/yrJFHgwdHPZTH5fsMSPAFJP/nNS1URQWlpEtrFNEZz0P9D1Fvree+4/fxtvPftjhXtFik0mk0CqEzKOWSk+BvXn2+PmKyLZEaTyTSOlLqNOCH814DW+5Yms7IvLsU8+sWC5W8+qO6PNoziy8VA7Ocm2J4dlCCNyD5wmtjPRtS+3Yqjzkyc4QjM0fwSz8nZk+wum511lr1RHm2vhjGsyHWt0VJqKN9wZth251szrVEdcSzoSC+nasvmWZkee/evcWWoInh4WFA34pP0Y8Gy0rgk1ev4MtvaF18/ecbW7n3xnYubK7QnNYoojMaT8DD945/j89v+Tzr6tfx85M/z1qr3iTTaUQKoXNYh6kYe3tfztwo02O6XEqkxhOJwL71KTjvehACTj8N/3U9PPev7O3ty7yPdGRbmSpHzOJLxcAs56YYnv0fKTw7nW+n8ph7jt7DX677S25bexvfOvatrLXqjfJsfTGMZ0PIt7fdCWvfGpqSUVIGfY/B3i8t3bOhIL6dqy+ZZmTZ4/FkbmQAgsGg7hWfok08IOGJV5xLDjwJBhMf8z3U/xDrbetZb1vPhy76EB99/qPsPH9nUUeXk+k0IoXQ6fD5qfJ4lxRY4vGneeQW9IdGHyKjvcFA6LHbtjtDJhkhTaAH2aZq2/d1OPlkwmiHp+xKYG3GzQ9NHeGLh+7hxYmDtFW18MELb+XWC/4ckW1lqhwxiy8VA7OcGzN7dmRU+d+3/jv+oJ8bfntD0UeXl4Nn15cVrutkOM/e+yV4+TEIekMvyMqzx1wT/N8/3cPjA09TXmLlljVv4WMX/xWVpRXZVxTMgVx9yTSdZTORquLTgj9IXbklK9PV+9FgKiKjyl+78mu4fUEubrx4cXT5ljW36HYcxdIYcXuwWcvyE4Wt9TGdXoaW7pHbwkxofZpHbi+M/w9vfuIvueuyO/js5o/R6+jnrn3/H72z/Xxu8yeyq0ylWNaY0bPh7KhyMFhGdVn54ujyl16t37x8RSLtVQbJfW8yz55eOMNVv3wbN3Rex4PXf5N5v4sv/enbvPmJv+CJN/wIS7YVBQuIaaZhmI34ik9CCO58Ygx/lj9m9Xw0mI7IqLI1uGYxx+iHLvoQ3z3+XbwBY1bUWa7olRkjhmwe02kI0NNEukdukcT0afjf+7/Cl179KT568Qforl/Nm1e9ht+98Ud8recHjLsns6tMpVj2mM2zI6PKl9e9ZdGz37X6Xbww/gInZk/oeixFLCUG6Ceb0bPvOfoAV9tfzd1XfpZLmy5im30zD73mHhzeOX418HSokUF9W40sF4hccndOzvt1fTSYjkdPPcqpuQHePvw6sMKfPyWotZYwsTDB3vG9XNt2rS7HUSwdh89Puw7BfjFk+5guPkAvGMje0NKNdkiZerQjnH9z18hefv7ab8esaqlcwbaWTewdP8CN571Oe2UqhSIOM3j2Ga+Dd+9+S4xnO31OHj31KB+75GO6HEdhUMzk2QA+F08PPM0nLrk9ZrElXPlv18he3nLea7OrKFhANHWWhRB24CEp5dUp1pcBPwcagfuklN9LtmwpQjdt2rSUzQtGstyNuZQ0HXD4+Mjjw3zu+haaqhJ/yaXLdJGLzu9d8z3++emT9Ix7w/uH/3NVK221pTRXFC8fpVlyYRZa53COZbA3nX9e8hXZPqbTw9DSPHLbVDoQuz+fC+ZGoOe/oO8XUGKhIehnZM9nueDaL8TMzxtxj2Oz1sceJ0+lU43sS8X2bSOfm2jM6tkfv+TjTI6/JalnN1gbcj7OUlGerS+m9uz5cahsDMWmHP85NjnLyFOfgAsPxMyrHnGN01zRmHisPPh2rr6U8c4VQtiAHwLpysh8BNgvpbwKeLsQojbFspyZnp5eyuYFI9nk8Vxyd0ZGNX7VN5cQLZ0p00UuOmdc5fSO11JKE6U0QbCJXx4tpaWypahzs8wSJFRonQ6fn2mPN+vpGNPz88lX5PqYLlOJ1GRER26neOQ2fUF4nnx0btCfvx2OPbiYf/P9soxPn3iYwB++uLjrn7zyGLNeJ1fZt+SefD8LjOpLRvBto56beMzq2ePOkpSeXcygbOXZ+mIIz4azfrrlDu2e/cjNcP/VcPSnEPDw/mAJXwq6mDr+s8W8yUdn+vivlx/h1gtuij1Onnw7V1/SMrIcAG4GHk3TZgfwyfD73cCWFMuejt5ICHE7cDtAe3s7u3btitlpa2srXV1d9Pb20tramrAeQqULHQ4HNTU1uFwunE5nzPrq6mpqa2txOBzYbLak6WLa29uZmZmhvr6eubk55uMuzpqaGqqqqnA6ndTX1zMyMpKwj46ODqampqioqGB6ehqXK/RBewOSq2w+8AhOOgUXNUhemnRx4tQAVktsJ7Szs5OJiQncZXW0lMzz8UuCCDHHiVMeSkugob4eq9XKwsICVVVVjI/Hzg8SQtDR0cH4+DjNzc1MTU2xsBA7n6mhoQGLxYLX68Xj8TAxMQHA8KyPj18SZN4v+NZRC7euCfCTfjf9Q2OUydgqVjabDSEEfr8fq9XK5ORkzHqLxUJbWxtjY2PY7XbGx8fxemPnPTc2NiKlREqJxWJhamoqZn1ZWRl2ux2n00ldXR1jY2P4fLE6mpqaCAQCCCEQQiTcBFarlZaWlkUdIyMjBAKxv8RXrFiB1+ultLQUKSUzM7FfiuXl5TQ3Ny/uY3h4OCGKurm5Ga/Xi9vtJhAIcObMmZj1FRUVNDU1MTExQUtLC0NDQwmd3JaWFlwuFxUVFXi9XmZnZ2PWV1ZWYrPZmJqaorm5mcHBQQYBa4mgJPxjZusFqxmcmsFeX8f0/DwnJ2I/l9aGeuorK3np9CAbVnaw++jxmPXYdrKt20r/zDyds/sYq76IgbYboKYVjhwDoMNmo7PJRv/4JN1tdvYcT0wXtH3dWnpHxuhqWcHg1AxD0efUOcrKkV9hnz/KYN0WumzV7LXthK03hUy2pBRECRsqQjq7B/6b/jM+Ri+IzQN6/uTTfHy+j/+su4itrzzK31m34Ql4cQcCfP2iu9mzbzfXHv5HDnW8hw0jD9J74ccYr7s4Zh+rW5qprahgen4ee30d+6KT//edoLS0lO3bt3PgwAEuu+wyenp6Eq5Tu93O5ORkgu8YgKL79vj4OKtWrWL37t0JBzaSb7tcLqqrq3E4HLhcrkXPvrJB8oexEk46BbXBeQam3QjXVMI+Ojs76R8a46XRBd60KsCFDWc9u0QI6urqdPHtYDDI7Ows5eXlTExMLHo2sOjb3RVOBh02yr1nEjqDhfLtiF/b7XZD+3ZdXR2zs7OUlZVl5dsWAZMjoXHGLavPZ8wxS2N1NXMLC5wYn4jZR0tdHd1tdnoGh9l43kqeOXo8wfsz+XZdZSVtDfX0jowl+rZtJ2y4km1H/4X+FdfTOfM8YxfcykDd5kXPhjz59tb7YzzbPzbJquZmel78Bd2v/I7+5jcyWn95zDHWTz7NbfM9fLTuUupe/iWbLVuY9Tn5zsXf4tSAi9POp3P37b7QPP1Mvu33+ykrK8u63LnQOjIlhNglpdyRYt3vgZ1SSkfYSGeBv45fJqVMWRZuy5Ytct++fSmPPzQ0REdHR8Lyw4cPa9JfKJxOJzU1NYv//8Iz47ww6CY63qNEwNbOypTz4KK3KRFwqb2cw+Mevv6mdt2iqZ1OJ5byKirLShhw+PjwY8PEXwmZdBaC+PNpVIqpc319TahanQaGpmfoaLSlbxR5fKb3XLHn/jV1lHNcUvyh6Rk6astDoxPxkddRSCQvlJbx4sW30tZ0EW9Z9RoqIhWgNBwnJR2rNDWL9iUhxH4p5RZtBygMxfTtVJ4NxvJtM3l2TU0Nbl+QSVdAefYSyVXnhfU1lGr0Wz0oqmeDZt/W6tkAJwjyG0sJ5Zd/kBsvehcrKhqz+n5ISp49W69P3AlUht/XhPebbFnO9PXpkPC6AET/Oo3k7sympGmytEOHRj2LgSZun7bQ7EztxqdmFiOov3dgOsF0I6QrmV0I4n/tG5Vi6swmO0bfqIYSr7k+pktHlknx+0bH0kdehxEIrpAW/u6yD/OO1W+iQgb1Sb6vEbP4Ugry6ttmOTdm8ewzZ84sltD+xguTyrOXSK46dQ2s1kDRPBuy8m2tng2wmhI+TDkfuPgvQh1lvYqmaCBXX9IrG8Z+YDvwELAReD7FsmVFqtydkDrYI1naocj/9g25ueWnA3zjzelHKyKBJulGNaZcfgLBEu47MMO+oQWsJaHMLxGCEnxB+OoNbbpFbyvyg8Pnp8Hnp6as1Bi5P5ORS1L8dAEsEeLzb+qZfP/cR/l2HEb27MixAkE4PO5Vnq3IP9n6qRbPBlP6dtadZSHE9cB6KeXXoxb/EPiVEOJqYD3wAjCUZNmyoy2LoI5kVaQ8Abk4YhEZeMiUyihTyqMBh495n0QCh0bdaaO3lxqUoigMp+bdrKmtosJiMWaHOZek+KkiryE8T86SmPqoQJX7zIbybe0Y0bMhFP8SXUL7U9c0Y6+J/QpXnq3QlWz9NJVni3D/orQ8eco6E/i25s5yZN6blPIp4Km4daeEEH9GaETif0spA0CyZQVhIbDAVw9/lY9d/LGiRgVnS/yoxqjTz7/tniBu0IJ9Q6lTGWlJeXT/wRmuajgb6f2rvrmiznFT6MMrcy42NCwp6Yz+RM+lW/vWUNq36PlsmSozJcsNuvYtcPF7oKYtcTsDV4AqBmby7W8d/RZvWvkmVtasLNQhl0yhPBtCTwP9wdCIsV4ltBWKBKI9G6Drz6D/SQho9NNknr1uZyiLhns6+bxqE/i2bkVJpJTDwE8zLcuVpqYmzW1/1v8zfvTyj+iq7eKdq9+px+E1U1FxNo2L2xeksiy7x2HRoxoPHDpDkqeB+JKMQESOlSzl0d9eYaXWWotFWBaNuTU8DJJNKdZc/p6lEn0+jYxRdE57vDSWW1OOLjcVIvDG5wLnCBz+EfQ9FhpVCHhCSesJ60o1MhyvM5fcoHok39dINr5kRPLp29mcm56ZHr5x5Buccp7i3171b0s9dFYY0bM/sb2OQDBAdVko89+Aw8fhabIuoa08OzVm0VkQzwbwzIaC7Pp/F/LdiGdbrBDwhvw61cgwGj27vC718Qvk27l6tmkmNm3YsEFTu4XAAt87/j0+c9lnuPfYvQUv1Rz5ICKBGIMOX4YtkhMdaFJRmtjxiYxURB9r36ArIdBk37CTm3//br5//PvA2fl1j546+9FnyiPq9gWX/Pfkilk6I0bROeJOH4W8YWXy7AS6kJAT+aGQ4fpdIANAkLOT0kpCI8RXfTqmoEiMzuh8m9kEsETM+rbdcNNPQv+mOM5S0epLy5Fszs09R+7h7zb8Hc+NPkf/XH8eVSViNM/eP+zmn57/Z/7xxX9c3Pb+gzM8ejJ2n+l8W3l2ZnLRWV9W+KLHefVsiPXtVx6HoDfWswMLoX9FKay6LqWfLsmzoWC+natnm6azfPDgQU3tftb/M9bb1nPzmpu5oO4CHjn1SJ6VxRLJW/z9A9OLc9Di0RIdHXm89x9vbGXdCivx1huQZ/cdOdZXn59KCDQ5wy7mvRYeePkBxlxzi2b+nrVBzZHe73pwgG//cSrl36MFrRHh8UTOp9Exi86DJ0/nb+d7vxR6jBbwhAw4HUEvHH84NJqRsM7PwRd/eTap/QPXhMw81T5TJbHPV4R4FFp9aTmi9dz0zPRw1HGU9659L+9Z+x6+c+w7eVYWi9E82yUHeW7sOXodvRyePrzYCX/XmqCmDB3Ks7WRi862qoqCx4Tk1bMh5NvHHw53jtMQ9MCJ3yT3Yb08G/Lu27l6duF/JuWIlhKFkVHlr135NQA+tP5DfOL5T3DTeTcVbO5yS0sLfxx08eJQaN5N/KMyLVHPkUdnbbVlOL1B/jTqiQkggdAIxPMDbnafnF881sxCEKtFEKl1IgkwXPrfNLo+wqWrn+WxgZ/wnRvftzi/7op1Z/eXLtI7EAylQsqm9Gs0WiO9k9HSYo45eUbSmW4qxqauFKVTl0ok9U+G/JoxyEDIUK//YuzyvV9iU6TTHfHv3odD/0bn2wz6w0YfNzcuqoxqvjFLSedioPXc3HPkHj7Q/QHKLeW8e827ueE3N9A/109XbVeeFYYwkmcDDJX8hErvW7nt4pXcc/QevnHVNxbnRW+7MPa4yXxbebY2ctFZ6LRxkEfPhux9exl7tmlGlvfs2ZOxzc/6f8YG2wbW29YDcGnjpQUfXR4aGuLu56OqxcT9so+Oek5G/KOz6NGKL7/h7Os/3tjKvTe2c+++s9WPBHBRs3WxzQ0bD3ChrZ0fveUN3LH+gzzQ9wB1FV5WNVixzE9kLMUaHXgSGfvQWvo1mkx/czqGhoay3qYYGEnniNuTMu/ynmN5yn2rMb9mAv2/ix1dCJv3nvM/HtsuWb7N6JFsnyv0b+/Di2VUC4EWX1quaDk3kVHlt3W9DYCaspqCjy4bybM/dvUCouJ/+MHr/5p3rXkbxx3HOTx9mLbasgTPTubbyrO1YxadefNsyM23l6lnm6az7Penf6zrCXi47/h9tFW18VD/Q4uvjuoOvnPsO/iChZm35fQEmFksKZ5rAAAgAElEQVQ4+/gqOhAjWdRzPMlMqq22LMEkVzVYGXD4Yo4lgaMTHkqEoL2uhIdO3cfHLv1bWmvLWF23mq0tW/nxiR+H2mooYpEsf2j036MFLX9zOrQW2yg2RtOZqlCJX0sOzFzQml8zHktpyLAjhM3bb0lSijSSbxMKmsQ+HZl8aTmj5dx86+i36K7r5rHTjy16dnlJOb8e+DUn507mXyTG8exVDVYeG/4+7+u+jTU2G1aLlb9a91fcc/SeUFvl2bpiFp1582zIzbeXqWebprOciYAM8Jr21+AJeDg8fXjx5Q/6ub79egIFyoA0Pp/4QUR+2SeLeo4mW5OKHg2JP9bjA4/TWtXKq5pftbjugxeGRpfnffMZ/44Bh4/fjz7IAqdSHkMLmf5mRX5w+PxMe7yF+0KIpP6xZBlhHp9DU2u+zXQjItEGrTA0lzRegr3SHuPZ/XP93HTeTYiEWb/5wSie3T/Xz3Ojz/HuNe9eXLfz/J2Lo8uZGHD42D2yF6f4Q8pjaEF59jKirCqU0jMblqlnm2bOciaqSqu46/K7iqrh+KQn4Vc9gEXA3nBgXbrUP8lMKlUezeOTnpgRiuhjPT/g5rh8hOOOI1z/+PUx6894zrBrZBcbSzam/Vu+uf8IE5bvUikuo8X7L4vLSwQxgSXpKkUlKwOby/w5RW6MuD3YrGWFC0jZdid45+DlX2prnyyHZqTTHRDp25ogib0iM7dfeHtRj28kz66wPYbT7+StT8R2Xma9szxy6hHe3/z+tH/LD/5nknHLN5ClC1QsbKaE0Eif8mxFWjbcGg7w0zDiuow9+5zpLBuBh3ocXNUQu6xEwIaWcoQQHBqNffwQba7ZmJTbF+ShHgclgpjk95Fj3bG1ibrKb+D0OZPqXFGxguGh4ZR/h9MbZNfE/djEjcyV7EaW9VIp14XKqQYkX3htCw0VlowlVZM9Esz0haLQlyHXAp3VlYXpMJeUwvb/BSeeCGW7iEdYQi9Lacgcz39tKFF9PNvuhH17wFKeOt+mCZLYK4yPkTy7qfpD3Lb2lqQ66631TIykzt7g9AZ5auTXlJWuwCJrWLD+hsbgTcqzdaStMsk0g3OB2rZwqekknWXl2YuYprO8ZcuWYktISyS9z+mpUiqjcmwG5dmo5PIU0dFOb1CzSUWilP3B5Ps7NOqhptxCVWkZVaWpL750kcBnfMOIyhe4Z9vD7B5by4uTP+Ozl90NaC+nmqwMbPzfnMm4M+k0EkbV6fD5qYrKjrFl9fn5PWBZFVz4ttSGuOWOs4nvT/4eTvwWum+Eq+46Gw1dUsqWS6+Ay3enL0RSwOIjqTC6LxUTo58bo3l2WUkJLZWpfSSdx1SUBrHWP8gnLvpfVJfW8i8H/45/u/L9lFsqlGenIFud6Yo95ZOCeHa6Tmy0Z596KjQY0vVnoSwXkSIjy8CzTdNZHhsbo6ZQlWxyIBIBveCcxVIZW3LYahFIWEzZFr8O0GxSkWCSy9sq+OvNtqT702JoLpcLqzV5Or3vHvsu71pzMxuam1nb+A5+/tsf4Age55LGSzLuN0J8GdhcNGbSaSSMrDN6OsaYY5aafFWuipRJjYw8JDPEvV+Ck0+GRp4jT6SPPQRjh2DnTxc7zGOOWWrsLaF8m/H7jxhxLtX9dMbovlRMjH5uziXPfnzgcTpq2nhz15UAPDq4keenH+W2tbdl3G8E5dnGxBCefer3Yc8OPzF85fFQzuWL3rmY9u1c92zTdJYbGxuLctxsyoW21ZaxUFZNRUX2N6AWk4oOJukZX6BEiJznkaUq9Tk4P8iTw0/y+OsfDx//bET2N6/6ZlbHaNMwmpGrTqNhdJ2R6RiN1dX67zxV7sxbnwL39FlDTJfTc6YvNHpx9f8GiNWZKTdnJIl9ESiWL5kB5dmF8Wx/0M+3j36bz27+7OKyD170QT783Id5x+p3UJFF0K3ybONhWM+WgdBcZ4CrPn3Oe7ZpsmHMzc0V/Ji5lAv1enMrr50q1VD04zM9o5RT6fzuse9yQd0F7BrZxaOnHuXRU49SIkrYO7ZXU0S23uR6PguN0XU6fH6cPj+zCwuZG2dLqtyZ+74eW4lpfhxEGsvpe3QxfdBctE4D5OZMRTF8ySwozy6MZz8+8DjugJth1/CiZx93HKfCUsGDJx7M+Xi5YnQvjGAWnXPF9ux0eZgDZ9O+neuebZrO8okTJwp+zFwSs8/OJinfqwPpgklyIZXOrtouOqo6eHH8xcXXwamD3LDyhqLM18rX+dQbM+g8Ne+mf1znUrTZ5M6sbklfBluczd95IqLTILk5U1EMXzILyrML49l1ZXVc2XJljGe/OP4ilzddTlNFU67yc8YMXgjm0Xmi6J6dIe1uOO3bue7ZmqZhCCHuA9YDj0spP59k/YeAm8P/bQBeAP4WOBF+AXxESvlSTiqLQLL8mcVMnVOoKOX3db8v5Tq3LzHtkcJc+IJBpJT6/fCJjDwk89NI7szI47ayqlAw37GHku9LJkkflM3+FYsoz14+nn1d+3Vc135d0nXKs/Whvsw0M1Yzk61nr9uZviT2Ytq309nv30RkHFkWQuwELFLKbcBqIcTa+DZSynuklDuklDuAZ4F7gUuBH0eWm8l0wViJ2SNRymUlgsrSs6/o3Jn5JpfHmwrjEZDg9Pn1K1aSbe7Mq+4CW4KFhCKv1+1MDPYweW7OYqA8W3k2KM/Wk/aqAqXfLATZeuq2O0PenKy7mMy3z1HP1vJzaQfw0/D7J4DtQNJi5UKIDsAupdwnhPgw8GYhxHXAS8DfSBmb9VoIcTtwO0B7ezu7du2K2V9raytdXV309vYipUxYD2Cz2XA4HNTU1OByuXA6Y3MLV1dXU1tbi8PhwGazMTycmF+4vb2dmZkZ6uvrmZubY2bWyVU2H1c2hIz3jxMlvDzl4uTIJCtbbIyMjCTso6Ojg6mpKaSUTE9P43LFPmqoq6ujvLwcl8tFbW0to6OjCfvo7OxkYmKCpqYmZmZmcLvdi+vuvroEUV4DllKk30uJtYLA3BRClHBmfJgzofNJR0cH4+PjNDc3MzU1xULcfKeGhgYsFguBQACPx8PEROwjnpKSEtrb2xkbG8NutzMxMYHH42F0zsffbwgyMjyIrbQFIQR+vx+r1crk5GTMPiwWC21tbYv7GB8fT5gf1tjYiJQSKSUWi4WpqdjKVmVlZdjtdny+kNGPjY0tvo/Q1NREIBBACIEQgunp6Zj1VquVlpaWRR0jIyMEArE38YoVK/B6vZSWliKlZGYm9gu2vLyc5ubmxX0MDw8TDMZ+0TU3NxMIBHC73QQCAc6cOROzvqKigqamJiYmJmhpaWFoaCihs9rS0oLL5aKiogKv15vwiLCyshKbzcbU1BTNzc0MDg4ST2trK3Nzc1RVVeHxeBL2UVVVhZSS/acGuHrN+Tx79HjCPratXUP/xCSdjTbGHLMMTMWe0w6bjc4mG/3jk3S32dnTdxou/ndYmCFUvBe29/0rvW076aqvYHByjqGZ8IiDDELQz8pt/4m9/0EGz8zRNf0se8+/AypsUNMKR46FmkrJS6cH6W6z07/+Tka9ZYv7Bzh/eg+NLeczNjlHZ1MpL7wc+2hNCMG1F63j0KkBNnS20zsyxnjc+Vjd0kxtRQXT8/PY6+vYd+Lk2ZV9JygtLWX79u0cOHCAyy67jJ6enoTr1Ov1Mjk5meA7RWYHefLs8DaafNvtdhMMBtm9e3fCcfX27cEJB1fZnIueDXBgap7T0y5qWKC+vj6lb/v9fgKBAA6HQ1ffvvvqEqSUlFTUxvh20Dm96Nnh86nJt4PBILOzs5SXl2vy7dFJ56JnM1eGzWYriG8Di/swsm9HzmdZWVlG397QUMueY30Jpae3rD6fMccsjdXVzC0sJEyZaKmro7vNTs/gMBvPW8kzR48neP/WC1YzODWDvb6O6fl5Tk7Efi4LPh8en4/ekTE2rOxgtx6+HefZANv7v0Lvuo/SJUsZHBljaGZm0bNpuImVN7wHe98DDDr9dM3sZu95sb7tXFggKCU9I9N0r7uF/jPzjNZGZ9ASnF/mpNEnGJsco7PJpq9v94X2lcm3nU4nQ0NDlJdnlzdbZBphCj/Ou1tKeUgI8Tpgk5Tyiyna/ivwOynl00KIVwGDUsoRIcT9wENSyl+kOs6WLVvkvn37Uuo4cuQI69evT1h++LD+QWdfeGacFwbdCcnjt3ZWZnx8NjU1RVNTfueJZRPtnYpsdA44fPz9r0bwBiRWC9x9Q3vBHm8W4nzqgdl0bmio1W+kJFPkc6r1W+6IjbyO4sjgMOs727XtP5r4VEW50rFKU7NoXxJC7JdSFj25cKE8G9L7dirPBv19W3l2LMqzM5ONTl39MktivFAvcvXsbXdCwJvUY891z9YysuwEKsPva0gxdUMIUQJcB0RqTv9JShmZ5LIPSPLsVTvd3d1L2VwzS03MbrMl5tHUk0iC+6+/aWnml43ObEq66k2+z6demE3ndFShkiWTKXdmdGR0ZGCm92zKoQR8LrqrwlHUWnNzZmPOOlIoX8oS5dkoz1aenR6z6Oxus+u/06V6dvyc42Xg2Vp+6u4n9BgPYCNwMkW7q4EX5Nmh6geEEBuFEBbgJuBQTgrD9PT0LGVzzUQSs//HG1v58hvOvv7jja3ce2N7xsTs8Y+l9A6wyCXaOxnxOlOhd0R3tmjVWWzMpnPE7WEhENBv7jKczZ0ZbYrZREYH/aFcyw9cQ88fH4UHrgn9P5JBI9n+IxQpVVGhfClLlGcvwbNBX99Wnm1MzKKzZzBxCpJuKM/WjJbO8iPAbUKIrwDvBHqEEAnR1cDrgejJaZ8DHgAOAnullE/mpDDMxo0bl7J5VmjJn5mK5ubmxfd6B1gki/bOlWid6UgX0V0ItOosNmbU+cpcAVL4pMvTGYmMjhBlnhtP36fdPIuYqqiQvpQFyrNz9GzQ17eVZxsXs+jceN7Kwh5QeXZSMnaWpZSzhAJGngeuk1IeklJ+Jkm7T0spfx71/8NSykullJdIKe+Kb58tzzzzzFJ3URCiA6/0GlGI3p9e0d7JAsTiMUJEtxadRsCsOqc9Xn1Hl+PRGhkdZ57PdP9zaLkW88zG3HXGiL6kPDs74u8JPX1bebZx0aqzrTK7QDC9eSZJQF9eUZ6dFE0TQ6SUM5yNri4Kef1CzwN65/xM92gtX4EbkcebmUq6KszLiNtDVamFCoslPwEskTydvQ/HjiKUVkD3nydWigp7tIyu9JcpN2cRUxUZ1ZeUZ+eGnr6tPPvcQLfYjhwp+H2kPDsp6s7JE3rn/Mz0aE3LHLtc5uEt5fGmwhy8MufKryFvuzNkspbykNFaykP/33ZnaPThzEmw1uRunhFzL62IXV5aAWvfGjLtIleNUpgDPX1by3SIfPi28mzFkimmZ6/bGXp/5qShfPscKktjHPQeUYiP9pbAgl9SGn60dnzSwz89MZo22lpLRPZS0hvpkRpJUTyGXAt0Vucp8X6yyGiLNTESum4VzJ6OrRQVP5qRim13hv6N3l/tSuh9FF55vGCR1grzoqdvZ/JspzfIjDuQ0ZOjfTsZyrMVeaFYnr32plBu5weuKWiGDC2oOyUP6B1gER/tvW6FFYCLmq3ce2M7D/U4Ms6xyzQPbylBLapSlPlx+Pz6VvZLRnRkdLJI6LmBkPlaykGUxI5mZCJi7rfthpt+AmvfEtpf0FvQSGuFedHTtzN5do21RNPc6HRtlGcr8k4hPfu23SAE9D1a8AwZWjBNZ3nr1q3FlqCJ2saWvARYRB6tCSE4OhGqqnR0wsOghmjrZPPwWltbY9osJahF70DGaOJ1GpVzQeepeXdh5seli4SePQ23/IatF14aMs+rPp3diEJZVWgUpO+xgkRam8WXioFZzk1ra2teAuNSebY/qC1LRnwbWRVbQEN59tIwi86tF6wutoT8e3ZkbnMBMmTk6kumeR45ODjI2rVLypFfEIKe+bwGWMTPqfvq81MZk88nm4f34UvLFpOyLyWoRe9Axnjm5uZMkTz+XNF5Ym6WldWVlJfmMQI8LjAkhhILeJ0M+qtZm2s1p0z7Txd4kiVm8aViYJZzE7kn8uXbqeZBZ+vbL/ZPsrIxlEZMefbSMYvOwakZ1qYpTOIP+vEF/VTGz//Vk3x7tpZj6OTbufqSaUaW7fY8VLHJA1VVVXkLsEg2p25mIZg2+XyqeXhzQetim6UEtegdyBhPVdUSbr4CYnadfY4+Prjng6z/2RYaHriEtz/5QU47h/IjQkMktL2+LnFdJLAk0whDASOtzeJLxcAs5yZyT+TDt5P5774hN/uG3Fn79u8HAottlGcvHS06i502DkjuhcCMx8EHdv8jDfdfQsP9l3DVL3by7OiL+RGRb8/WeAw9yNWXTNNZnp6eLrYETXg8nsyNciTZnLp44s0v1Ty8P/SH2iyl2lMhKkXl83zqiZl1jrnH+Otn/5odbTvY+9a97L9pD5c0XsiOx2/G6ZvP7UDpTDJTJHRZFdPzUceNqhLFIzcnVonKYf96YRZfKgZmOTeF9mxfMPSKRotvr6yW/PDgjPJsndCis9hp44BYLwwTlEHe+Jv3UW6x0n/zHubff5S/2/AX7Hzybzg4tYTKmal8O9+erfEYepCrL5mms3zy5MliS9DE7OxsXvYbP6euIi6fd7I5dunm4dnLPDi9wSUFtRSiUlS+zqfemFnnT078hNd3vp5b1txCuaWcIBXcsf5DbGy8iP96+ZHsDqDVJNOlJgJOTkyebZtLWdQM+9cLs/hSMTDLuSmUZ8f7dqq50al8+0q75PkBN987MK08WwfMojPGC8M8ObQHb9DLN678PM2VTZSWlHLzmrfw6Y1/y7//6TvZH0SLb+fbszUcQw9y9SXTzFle7iRLNj8x78cflJSVCFZUn/0oo+fYpZqHF3CMAcSkN4oQlCwad6q5evGpkbLZVmEsjp05xju73hmzbMTt4fq2qzg4dSS7nUWbZOSJWu/DoX+v+vTZdslSEyUbOYgElgTiRoEiQR+v/mjy7bTuX6HIE6kKhEzM+xEQ49mQ2bf9Z0b5zxta+eivRpRnL3P+Z6qH17RflTDq/dqO7Xz3+H9nv0Mtvp1vz87mGEVAdZZNRFvc3LlVDdYULVNvE2HQKZZU7UlVijp3aK9qp2+2jx3tO2KWvzBxhPW2Vdp3lItJRkdCJ2OpQR+Z9q9Q5JFk/purbw86S+hstCrPVrCqpp2nR/YmLH9p+hirapLn5E5Jtr6db8/WcowioDrLy5xUnel8b6swDu/oege377mdK+1XssG2AYDnRp/jVwNP8H9f9RvtO8pHNHMRy6IqFEZEebbiz897PXe++G/8oPdB3rf27QgheNlxkv+1/8t87crPZrczvX37HPVs03SWzZIT8VyKBDYCSqe+JNO5rmEdd112F3/73N9ir7TjDXpx+V18+YovU1FqQ0qpLchFR5NsbagPvYkEffQ+HJt/U2uVqDxjFl8qBmY5N2a+d42I0qkvi14YRUVpBb9+/Q9519Mf4QsHv05zRSPHHSf47KaPccPK67M7gE6+fa57tmk6y11dXcWWoIn6+sQL24gonfpidp2v63wd17Vfx0vTL2ERFi5uvBiLsDDi9mCzlmnrLOtokl3NK87+J1lZ1DwE6+WCWXypGJjl3Jj93jUaSqe+xHhhFBc3ruNPO3/LwakeZn1ONq+4hJqy6uwPoJNvn+uerWmSkhDiPiHEXiHEZ1KsLxVCnBZC7Aq/Lgkv/6wQ4o9CiG/kpC6K3t7epe6iIMzM6F8RSW/cvqApdII5ziecGzrLSsrYtGITG5s2YhFnw/aHXAvaK/vpFM3cOzJ29j/JyqJmWyUqTxjVl5Rna8cM967ybP0xi84YL4xDCMHlKy7m2rYrcusoR9DBt891z87YWRZC7AQsUsptwGohRLLSJ5cCP5ZS7gi/XhJCbAa2A68GxoUQr81JYZgNGzYsZfOC0dTUlLlRERlw+HjXgwO4S5MnOi827rgEpEY/nxHOZZ0Onx+nz6+tw6yTSW5Y2ZG4MBL0YZDoaDCmLynPzg6j37vKs/ODWXQm9UK90cG3z3XP1nImdgA/Db9/gpCZ9sW1uQJ4sxDiOuAl4G+Aa4GfSSmlEOK3wBuBJ6M3EkLcDtwO0N7ezq5du2J22traSldXF729vUxOTiZ9FGyz2XA4HNTU1OByuXA6nTHrq6urqa2txeFwYLPZGB4eTthHe3s7MzMz1NfXMzc3x3xcEvCamhqqqqpwOp3U19czMjKSsI+Ojg6mpqZwu91UV1fjcsUm9a6rq6O8vByXy0VtbS2jo6MJ++js7GRiYoKmpiZmZmZwu90J+7BarSwsLFBVVcX4+HjMeiEEHR0djI+P09zczNTUFAsLsXXWnx4WnFctmRkbpKWyg4mJiZj1JSUltLe3MzY2ht1uZ2JiIiF5u81mQwiB3+/HarUyORmbB9JisdDW1ra4j/Hxcbxeb0ybxsZGpJRIKbFYLExNTeENSE6f8bKqwUp1hRW73c7Jkyfp6upibGwMny82cX5TUxOBQAAhBEKIhGTjVquVlpaWRR0jIyMEArFzs1asWIHX66W0tBQpZcJoQ3l5Oc3NzYv7GB4eJhiM/XJobm5mdHSUlpYWAoEAZ86ciVlfUVFBU1MTExMTtLS0MDQ0lNDxbGlpweVyUVFRgdfrTcgBWllZic1mY2pqiubmZgYHB4mntbWVubk5qqqq8Hg8Cfuoqqpifn6eyspKmpqaGBpKrNDX1taW9H4aBMpLSuhobGBlUyP945N0t9nZczzeCmD7urX0jp2hq6WdwfExhqZfDpmuCP02X9nUiL2+jsHpGbqaV7C375WEfUgpWVFbS3ebnf6JSUbPOGLWn9+8gsbqasYcs3Q22Xjh5RMx64UQXHvROg6dGmBDZzu9I2OMx52P1S3N1FZUMD0/j72+jn0nTp5d2XeC0tJStm/fzoEDB7jsssvo6elhamoqZh9er5dNmzYl+E6R2UGePBu0+/ZTTz3F61//enbv3p0g0Ei+ferUKVauXInD4TCkb4/O+bjUBpOjg9SXrKC8vNwwvj0yPrno2VaLoKysDJ/PR1lZGXa73dC+HQwGaWhooKysLKVvB+trOHTyNJu6zmPPsT78cXN7t6w+nzHHLI3V1cwtLHBiPPZzaamro7vNTs/gMBvPW8kzR48neP/WC1YzODWDvb6O6fn5hLzKCz4f162/kN6RMTas7GD30ePEs23tGvonJulstDHmmGVgKvacdthsdDbZ8urbzoUFbrh8Iz0DQ8Xx7b7QvjL5ttPp5PLLL6e8PLvqjCLTaJEQ4j7gbinlISHE64BNUsovxrV5FTAopRwRQtwPPARsBP4kpXxUCNENfFxK+cFUx9myZYvct29fSh27du1ix44dCcsPHz68+N7tC1JZVtz0N4ODg3R2dhZVQyoGHD7+/lcjeAOSf7jUzwXnraKz3jjR0V94ZpznB9xcsbKSu64NBRUY+XxGs1x0bmio1TZ/OegP5e6MnrO2bmfosZ6G0YpdR46xY/2FOetcMh3aUuZF+5IQYr+UckseVWmiUJ4N6X07lWeDsXzbyPeu8uz8oUWnZr/LIwX1wiX49rnu2VocyglUht/XpNjmT1LKyM/2fcBajdvpRuRRlZ5lO881Yqo3SX2rNi2VSBlWif7lVxX6Me3xapuOkWsFJ4UemMKzQfl2JpRnF4/6suLPry04yrdTosUM9xN6jAehkYeTSdo8IITYKISwADcBhzRupxv3H5whoHPZznOJiLFF+a6hDC76S0Hv8qsK/Rhxe1gIBNJ3mCNJ7v2xU4AWk9z7XMm3U+iFKTwblG+nQ3l2cWmvqiz6qHJBUb6dFi2d5UeA24QQXwHeCfQIIT4f1+ZzwAPAQWCvlPJJYA9wuRDiq8AngR/rJzuWc/0Xrh7EjFCEMYrBxX8pBKX6HI3MK3MZTDOS5D4ZkST3inxieM8G5duZUJ5dXEqWUT8ZUL6dgYydZSnlLKGAkeeB66SUh6SUn4lrc1hKeamU8hIp5V3hZUHgtcCzwBullP1LEbpt27aU64z0C7etra1ox06F0xvk+QE3ZSWCytLQ64d9pZSVCJ4fcOP0BjPvJI+k+1Iw4vlMxnLTmXY6hg5J7retXbMEdYUjnS8VCzN4NhjHt4147yrPzj9m0VkwL1yib5/rnq1pUo6Ucoaz0dWakVK6CQWOLJn+/n4uvDBx8ni6X7jFCIRwOBw0NjYW/LjpqLGW8J0b2/EFzppbwOXAUlWP1SKosRYvuCbypWC1iJhf8kEJzw+4mZg+Q2uz8VP8GPFzT4ZeOkfcHqpKLVRYLImPKnVIct8/McmF7cb/MkvlS8XGyJ4NxvJtI967yrPzjxE/92QUzAuX6NvnumebZgZ7qqjVdL9wI9G5haSmpqbgx9RCW23sF5C3qh6r1VokNWdJ9qUQwWoRNJZrLIZRZIz6ucejp85X5lysr69JPq9viRWcOhttuunMJ2aI+i8W6c6NkXzbqPeu8uz8YtTPPZ6CeuESfPtc92zTdJbHxsYSLm6H25f2F67TGyz4L3CXy2UIQ8uEkXTGfylEc+bMGcPoTIeRzmc69NY55FqgszpJIEwkyf2rPxqa61bdklVi+jHHLDUVFbrpzBfJfEkRItW5MZpvL9d7dykozy4cBfXCJfj2ue7ZpuksDwwMsGZN7JyY+sqytL9wi/Goyul00tDQUPDjZovSqS/LVafD56fKc4bnxw9Qb63jSvtmSkTUfRep4BSNz5XRiAemplljL/yToWxJ5kuKEKnOjdF8e7neu/niXNDZVpldwYp8kg8v9AQ8PDv6RwIywNWtr6aqtDK2QbxvK882T2c5Fel+4SoUivwhpeTe4/fyQN8PeXXzZYy6J3D53Tz4mm9yWVOSkqJLLFSiOHdQvq0wMo3l1nM2bdzjp3/PB579J9bUrlPX5ZgAACAASURBVKK0pJSemb/n7m3/wrsvuCmxsfLsRZbXX6tQKHTjt0O/5fHTj/PEGx9jy4rzAPjJicd402//gpffuZvK0rhHctEJ7yNB170Ph/696tOFE65QKBTLkJNzA7zvmU/w2OvuY5t9MwAvTR/jz379Htbb1iYOcijPXqS4taEVCoVp+emJn/KRDR+hsrQRp88PwC1r3srFtnU8euqJ2MYq4b1CoVAUle/3Pshta3cudpQBLmm8kI+sfx/3HotLq648OwbTdJY7OjqKLUET1dXVxZagCaVTX5ajznH3OKtrVwNwat69mHf5ooYLGHaNxTbOMuF9h80ckdVm8aViYJZzsxzv3XyidOqLnl44ND/KhfWJ83UvariAIeXZaTFNZ9ksKZpqa2uLLUETSqe+LEedG2wbeHb02cX/D7kW8Af8/GbwGbasuDS2cZYJ7zubzGG8ZvGlYmCWc7Mc7918onTqi55e+Krmjfx6cFfC8l8NPM2WFZfELlSeHYNpOsv9/UsqJlUwHA5HsSVoQunUl+Wo8y+7/5L7jt/HIycfwRPwcPTMad719MfoqLJzdeurYxtHEt7Hz2MurQgtj4uw7h+f1E1nPjGLLxUDs5yb5Xjv5hOlU1/09MJbL7iJnplePvXH/8vkwjQO7yxfPPRNfjP4DLdf+O7YxsqzYzBNZ7m7u7vYEjRhM8mjCKVTX5ajznUN6/j6VV/n8YHH2froVt7x+3dQUVrHw6/9TupCJd1/DpbykNFaylMmvO9us+umM5+YxZeKgVnOzXK8d/OJ2XUaKW0c6OuFNWXVPPOmnzLsGmPVj7fR8qPNHJg8zDNv/iktlSsSN1CevYiIzDMsNlu2bJH79u1LuX7Xrl3s2LEjYfnhw4fzqCp7BgcHTfH4UenUl+WuU0q52EGuLytNXqgkgoacnbuOHGPH+iKWke5YpalZtC8JIfZLKbfkUZXhSOfbqTwbjOXby/3e1Ruz69zQUGuotHH58sJI30/T36o8W6WOUygUSyfacEOFSrypc5UmK1SiUCgUioKR1Q8C5dnmmYahUCjMw4jbQ9AgT60UCoVCoVgKmjrLQoj7hBB7hRCfSbG+XgjxayHEE0KIh4UQViFEqRDitBBiV/h1SbJtFQrFucmwawGjTPNabijPVigUCv3I2FkWQuwELFLKbcBqIcTaJM1uBb4ipXwdMAq8AbgU+LGUckf49ZKewhUKhbFx+PxMe7yqw1xglGcrFAqFvmiZs7wD+Gn4/RPAdqAvuoGU8ptR/20GxoErgDcLIa4DXgL+Rkrpj95OCHE7cDtAe3s7u3btijlwa2srXV1d9Pb2cuWVVyash1BEq8PhoKamBpfLhdPpjFlfXV1NbW0tDocDm83G8PBwwj7a29uZmZmhvr6eubk55ufnY9bX1NRQVVWF0+mkvr6ekZGRhH10dHQwNTWF3W5nenoalyu2uk1dXR3l5eW4XC5qa2sZHR1N2EdnZycTExM0NTUxMzOD2+1O2IfVamVhYYGqqirGx2OTggsh6OjoYHx8nObmZqamplhYiK2+09DQgMVioaamBo/Hw8TERMz6kpIS2tvbGRsbw263MzExgcfjiWljs9kQQuD3+7FarUxOxqaMsVgstLW1Le5jfHwcr9cb06axsREpJVJKLBYLU1NTMevLysqw2+2UloYu0bGxMXw+X0ybpqYmAoEAQgiEEExPT8est1qttLS0LOoYGRkhEIjNG7lixQq8Xi+lpaVIKZmZmYlZX15eTnNz8+I+hoeHCQaDMW2am5upqanB7XYTCAQ4c+ZMzPqKigqampqYmJigpaWFoaGhhA5kS0sLLpeLiooKvF4vs7OzMesrKyux2WxMTU3R3NzM4OAg8bS2tjI3N0dVVRUejydhH1VVVdjtdiYnJ2lqamJoaChhH21tbbreT0eGZwgsxF7HK5sasdfXMTg9Q1fzCvb2vZKwjyu7L+Cl04N0t9npn5hk9Exsmqfzm1fQWF3NmGOWziYbL7x8Ima9EIJrL1rHoVMDbOhsp3dkjPG487G6pZnaigqm5+ex19ex78TJsyv7TlBaWsr27ds5cOAAl112GT09PQnX6erVq5mcnEw4T0VmB3nybNDu242NjQSDQXbv3p0g0Ei+XV5eTiAQwOFwGNq3bTYbs7OzlJeXG9q3o3UY2bdXrFjB7OwsZWVli75tETA5EhpDbKqpYcPKDg6ePM2mrvPYc6wPf1ze4S2rz2fMMUtjdTVzCwucGI/9XFrq6uhus9MzOMzG81byzNHjCd6/9YLVDE7NYK+vY3p+npMTkwn78Ph89I6MsWFlB7uPHieebWvX0D8xSWejjTHHLANTsee0w2ajs8lG//gk3W129hzvS9jH9nVr6R0Zo6tlBYNTMwzFndOMvi0hKCU9A0PF8e2+0L60+PbQ0BDl5dllPcmYDUMIcR9wt5TykBDidcAmKeUXU7TdBnxeSvkaIcSrgEEp5YgQ4n7gISnlL1IdJ1M2jCNHjrB+/fqE5UaKqgaYmpqiqamp2DIyonTqi9KZmozZMZJwZHCY9Z3teVSVAY2R1dG+ZJRsGIXybEjv26k8G4zl2+re1Rcz67yovhZLiXEyYYABvFAjRdeZZ8/WMrLsBCrD72tIMXVDCNEIfA14W3jRn6SUkZ+2+4BkjwI109XVtZTNC0Z9fX2xJWhC6dQXpTM1GbNjJKGrJUnOTwNiUF9Snp0F6t7VFzPrNFg/GTCRF5pFZ46+pCXAbz+hx3gAG4GT8Q2EEFbgQeBTUspT4cUPCCE2CiEswE3AoZwUhkn22NmIzM3NFVuCJpROfVE60zPi9mRuFMXg1EzmRgbAoL6kPDsL1L2rL0qnvpjGC82iM0df0tJZfgS4TQjxFeCdQI8Q4vNxbT4AbALuCkdR3wx8DngAOAjslVI+mZPCMMnmVxqR+HlzRkXp1BelMzOBLAL94ufLGRWD+pLy7CxQ966+KJ36YhovNIvOHH0p4zQMKeWsEGIH8GfAl6SUo8SNOEgp7wHuSbL5pTmpUigU5xwjroWs5y4rskd5tkKhUOiLpgp+UsoZzkZXKxQKRdY4fH4afH5qykpVhznPKM9WKLKjvkwVNFakRlXwUygUBePUvJuFQEDlXlYoFIairapC/YhXpMQ0neWVK1cWW0JK3L6z+RtramqKqEQ7Sqe+KJ3aeWXOlbHNyqbGAihZOkb2pWJj5HOjPDt/mFWnxaAdZdN4oVl05uhLpuks2+32YktIyoDDx7seHGDQEUq8XlVVVWRF2lA69UXpzI5Mlf3s9XUFVJM7RvUlI2DUc6M8O78onfpiGi80i84cfck0nWWjpiG6/+AMgSD88GAoEtRglbxSonTqi9KZHSNuT9rpGIPT5oisNqovGQGjnhvl2flF6dQX03ihWXTmMXWcITBigvsBh4/9wwtIYP+wm0GHz9QJ2Y2I0qkvRtKZbjpGV/O5neB+OWDEc6M8O/8onfpiGi80i848FiUxBHv37i22hATuPziDPxgaGfOHRypGRkaKrEobSqe+KJ25kWo6xt6+V4qgJnuM6EtGwYjnRnl2/lE69cU0XmgWnTn6kmk6y0YjMkIR9l2CMjRS4Q2oKH+FQiuZpmMoFHqhPFuhUOSK6TvLNputKMeNHqGI4A/ClMtfFD0KhVl5Zc5lrA5zZXWxFZzzlJWVFfyYyrMV6cgUdKwwMAXwbNN3ljs6OgreYXZ6gzw/4KasRFBZevZVViJweoM4vcHMO1EoFIu8Muda/LIq6hdWZTU0NhXv+MuEdevWFbTDrDxbkYkRtyfGg1S32SQUyLPPiZI1HR0ddHR0FPSYu85bg9efaLD9h//IFZuMXzF2cnKSiy++uNgyMqJ06otZdPJyP3SsKrYKRR5Zt25dQY+nPLswKJ0603fCHF5oFp05Iozy2GHLli1y3759KdcHg0FKSow/EK506ovSqS9Kp75E6xRC7JdSbimypIKSzrfN+BkaGaVTX5ROfTGjzmw82/h/WZienp5iS9CE0qkvSqe+KJ36YhadxcAs50bp1BelU1+UTn3JVadpRpY9Hg/l5eUFVJQbSqe+KJ36onTqS7RONbIcixk/QyOjdOqL0qkvZtSp+8iyEOI+IcReIcRnsmmjZTut9Pf3L3UXBUHp1BelU1+UTn0xqk7l2dpROvVF6dQXpVNfctWZsbMshNgJWKSU24DVQoi1Wtpo2S4bRkdHl7J5wVA69UXp1BelU1+MqFN5dnYonfqidOqL0qkvuerUkg1jB/DT8PsngO1An4Y2l2faTghxO3A7QHt7O7t27YrZaWtrK11dXfT29iKlTFgPsG3bNvr7++ns7GRsbIyBgYGY9R0dHXR2dtLf3093dzd79uxJ2Mf27dvp7e2lq6uLwcFBhoaGYtavXLkSu93O4OAgXV1dSSvAXHPNNfT09BAMBjl27FjCB3L++efT2NjI2NgYnZ2dvPDCCzHrhRBce+21HDp0iA0bNtDb28v4+HhMm9WrV1NbW8v09DR2u534x5+lpaVs376dAwcOcNlll9HT08PU1FRMm7Vr11JeXo7X62V2dpYDBw7ErC8vL2fbtm3s37+fzZs3c+jQIWZmYmu+r1u3DovFwsLCArW1tRw6dChmfWVlJVu3bl3cx4EDB5idnY1ps379egKBAMFgkPLycg4fPhyzvqamhi1btuByhUoi79u3D6fTGdPm4osvxuPxUFJSgsVi4ciRIzHr6+rq2LRp06KOF154AbfbHdNm48aNzM3NUVFRQSAQ4Pjx4zHrbTYbGzduXNzH3r178Xg8MW02bdqE1+tlcnISj8dDX1/s7dHU1MSGDRs4ePAgmzZtYs+ePfj9sbldt2zZwtjYGI2NjczNzXHixImY9S0tLXR3d9PT08PGjRt55plnElKsbd26lcHBQex2O9PT05w8eTJmfWtrK8FgkJdeeokNGzawe/du4jHK/SSl5KWXXqK7u5v+/n7D3k+Rzz3+2iwyO8iTZ4N233a73QSDQUNfZ9dccw1utxuPx2Po62zt2rX4/X5OnjxJY2OjoX0bWNyHkX07EAhw8uRJampqDO3bCwsLeDweent7De3bTqeTYDBIT0+PoX3b6XQyNDSU/ZSRxZyCKV7AfcDG8PvXAZ/U0kbLdtGvzZs3y3Q8/fTTadcbBaVTX5ROfVE69SVaJ7BPZvDTQrwK5dkyg2+b8TM0Mkqnviid+mJGndl4tpY5y06gMvy+huRTN5K10bKdQqFQKPRFebZCoVDoiJZpGPsJPY57HtgIHNfYZlDDdmd3sH//pBDiVJomK4BJDXqLjdKpL0qnviid+hKt87xiComiIJ4NGX3bjJ+hkVE69UXp1Bcz6tTs2RlTxwkh6oBngd8DbwRuAd4hpfxMmjZXADJ+mZTSoVVYEh37pAnSMimd+qJ06ovSqS9G1Kk8OzuUTn1ROvVF6dSXXHVmfMwmpZwlFAzyPHCdlPJQtOmmaONItixbcQqFQqHIDuXZCoVCoS9apmEgpZzhbJS05jZatlMoFAqFvijPVigUCv0wUwDHd4otQCNKp74onfqidOqLWXQWA7OcG6VTX5ROfVE69SUnnYYpd61QKBQKhUKhUBgNM40sKxQKhUKhUCgUBUV1lpeAEMIuhHg2Q5sOIcSgEGJX+NVcKH0KhUIfMt3r6j43B8qzFYrlg56+bbjOshCiXgjxayHEE0KIh4UQ1jRt7xNC7BVCfCZVm3whhLABPwSqMzTdCnxBSrkj/JrIv7pYNH5BlAkhHhNCPCeE+MtCaYvTkPHzFEKUCiFOR13clxhQY9GuS60ain0eo3RkMjMjXJda7vWi3+fFQnm2/ijPLrhG5dlZsBx923CdZeBW4CtSytcBo8AbkjUSQuwELFLKbcBqIcTaAmoECAA3A7MZ2l0B/JUQ4oAQ4l/zLyuWLL4gPgLsl1JeBbxdCFGbd3FRZPF5Xgr8OOrifslIGg1wXWrVULTzGEHjtVnU6zKMlnu9qPd5kVGerSPKswur0QDXpWk8G5avbxuusyyl/KaU8nfh/zYD4yma7uBsiqMnCFWeyhtCiG9H/aLbBXxUYx7SXxPS+ipgmxDi0jzKTIbWL4gdnD2fu4FCJxePPn66z/MK4M1CiBfDv8Q1pT/UiR1k1qilTb7RoqGY5zGClmtzB8W9LpFSzmq414t9nxcN5dm6ozxbP3agPFtvlqVvF+tkLyKE+DawLmrRU1LKzwkhtgE2KeXzKTatBobC76eBTXmUiZTyb3Lc9A9SSg+AEOJ/gLXAn3QTFkea85lp0/jzac+DvEWS6LwWuC/q+Kk+zz8Cr5VSjggh7gduAH6RN6GxaLnmCnpdpkCLhmKeR2CxMAYZrs2CXpdLoKD3eTFRnq0vyrPzivJsnVmuvl30znIyQxNCNAJfA96WZlMnUBl+X4MBR8nD/FYI8S7AAbwO+HY+D7aEL4jI+XQQOp9O3UQlIV6nEOKraPs8/xS5uIF9hC7uQqHlmjPCdalFQzHPYzYU9LpcAgW9z4uJ8mx9UZ6dV5RnF4dzzrcNZ1bh4JAHgU9JKU+labqfs48qNgIn8ywtI0KI64UQd8Qt/izwNKESst+SUh4vvDJNFPt8aj3+A0KIjUIIC3ATcKgA2iJo0Vjs86hVQzHPYzYY4XzGYPL7XHeUZxeNYp9P5dn6cS55NhjjnMaw5HtdSmmoF/AhYAbYFX7dDKwHPh/Xro7QxfIV4ChQX2ztRn4Bu6LeXw/cEbf+PKAH+Cqhxz2WAutL+DxTfO4XE3pM8hKhKNZiatxoxOtSo86incdU16YRr0v10vT5Kc/Oz3ndFfXecPeG8uyC6zSMZ0dfn0a8NvPxMnUFv3BU5p8Bu6WUo8XWY3aEEO2Efg3+VmoLhNH7+Ib/PLVoNMLfYQQNelHs61KhH+fSdWkEin1vmOHzVJ5dHIp9beqNqTvLCoVCoVAoFApFPjHcnGWFQqFQKBQKhcIoqM6yQqFQKBQKhUKRAtVZVigUCoVCoVAoUqA6ywqFQqFQKBQKRQpUZ1mhUCgUCoVCoUiB6iwrFAqFQqFQKBQpUJ1lhUKhUCgUCoUiBaqzbCCEEGI5H1+x/FDXnMKMFPu6LfbxFYoIy+VaVJ1lHRFCXBj+d7UQ4voUbTYIIf4i/P4dQoh7w+/fAnwzrq0lXAc+1fFKhRAl4fclQogyDRrLkl3cQoibgY9o2P5zQojzkyz/lBDi3zNtH277PiFEsxDie0KItwgh/loIsUoI8c9CiFvSbHeNEOIf4padSdG2XIsWPRFCXK2hzaeFEKXh99YUbd4rhLhICPGayOcbXr4uXOUpW12vEkK8P+r/NwohPpjtfvQm/Bk9JoSoLLYWxfJCefXy9upUKA/PDiFEC/Bg9N94rnLO/4GFQgjxJuChsLlJ4DtCiKokTV3AF8I3pQ/whNt9CfhFXNsbgP1CiH3h16AQYjj8fj/wP8Al4baXA4eEEAejXj4hxEvRywjVn2+P074K+BvgW0KIDiGEQwixSwjhFUJsDJtltRBiHXALMBI2/NKo3XiA+ah9ToeP2SeE+EHc3+UA/gPwh8/VHcAEodKY43HaaoUQTwkhTgDfB1xx59WV5BwD/EEI8QchxJ6416QQQgohrkqxXfSxbxJCnBZCHBVCbMrQtgy4SwjxcyHE7UKIF8Pn8EUhxB3h8yUIfckFwpv9OMUXzmuAC4Hbgbujlr8KeEYI0SmE+CshxEDUtbEv/LdtjtJkDR9zEPirqC/zfwD6I200nIcPCiFGw8foytDWIoS4VwgxIYR4MPJFKIQ4EN5H5BUA7MB9gKYvboVCD5RXn5Ne/d6w57iEEF+OWq48HN08vFoI8YgQYlwI8U0AKeU48BzwiUwaTI+UUr2W+CL0o+NF4MaoZXcD34lrVx5u+3bgk8BNwNeBHcA3AAGUx21zI1Aafv9J4PPh91XApwBLCk0rgRc16v8BsCn8vhnYA3SE//0n4AvA54ApoCe8fC/w4fDfUw58FPgXwPr/2DvzOLequv+/TzKT2ZfMvpUudKMFWttCKRSoILiAApXVHUFwgUf0pwioCLKoPI8oyvOAisoiqCCbgMhW2lJo0U4tywCdlrZ0ts7ezJKZSSY5vz9uMs06yWRu5t47Pe/XK69M7rn33M+c5H7uuWf5nsC2lkB+ZwP3R5zvbLSL/ZlA3ncBK9CMOS+wjwOwBf6ehWYyTwQ+HwPcHHj1hfx9zDj/YynwG+A5YFUSZVIBdAGLgcOBrUn+Dk5Fu6F8CSgMvF8DPIh2g2kO2b8K2ALkB7/jwPbfBMooHzg34hyfBI4FPg98J8b3eFTI5/8DXgt8X5vQbpD/Dvn8KrAhwf90FNCCdtNeBTyTYP9vAC8Evr9rgatj7LMQ+HfI5yeBuUZfx+o1/V8or56OXn0YsBtYGiiLZuAElIcH89DFw4H/RnsIsgF3A+eHlNkmoNDo6zudr9CnTUXqfAdwSSmfDNl2HbAl8JT7Han9qp4EnGitFIVoP+I2tAt7EO0HlyWE+IiUMthl9RngNLSLN5TvAUuklMEn3GD33HcDH0uAXCHE1kitUsr1IcdkATOllNsCm2Tg/RNorSdPA38GzkS7GaySUrpDjp8f2K808H+tBc5Ha4kI4o/QsAY4Es2UPMBetCdwP9pTd1Xg79OFEI1AK1AWOF8GcDSaKd+L1sqyHs3QjkQzkjCEEGvQzOs6KeWjEWl3ot0QQ3kBeB54QUrZENhvnxBivpSyMTL/QHoVsFRK+U8hxBGBzQ0cbDX1RpQJUsr9Qojjga8AXxdCeANJtcDpaDe8bCHE34FiYCawT0r5RuB8XxdCnB2SZWbgPEG+gWbg3oDGduAEKaUn8NlBoIVECPEksDLi3/oDMIR2A20FWoUQZUKIPCnlILFZC9wmpfQEWh/+gdYSF8p1aDfM0POcB/wkTp4KhV4or55+Xv0j4CIp5fbAftuAOmAOysP19PC1wCeklP7A9muAhwOfHwHOQPv9TUtUZXmSCCFORXtSD+sqklIOCG0s3AvARiHEpVLKjwWOWYBmHnej/dD3AycCV0kp3404xSXAO0KIF0LOeVxg+/KIfYuBp6WUNwghtkop5wT23yqlXCGEuAfIizhmDhB5ToBPo5n8zsD/9kRg3z9ovUJ8QkpZGDCehUKIzcBzUsobAuf0xcgToY1t2ob2tP84mrnmo92YHpNSXiKE+ClQL6V8TwhxFPA7tCf4ArQn6ZeAvVLKF4UQI4H3NRy8eUQyA3g50nwBpJRXEH1zQwhxLfBmyKYPgLlATKMFcoDbRPgYwWG01pSoMblCiM8Al6IZ55fQbhDBtO8Ao1LKX4ZsW4L2O1uCdiN4Du279ofsI9BaA4KUAP8UQowARYAdWBf4/oL7/hh4Skp5Vqx/SgjxG7QbXJBWNMN/J0451BEoNymlSwhRHpFfJVqryhdDNm8BLoqTn0KhC8qrp6dXB9gd0JwLHAd8E20YivJw/Ty8jINlFyzLIFuAc1CVZUUshBAFwG+BHwKbhTZRSaBdXKD90K9C64ryCSFWAl8G5qE9nS8GTpVS3hwwkCeFEL+VUo6N4QwY+YXAe0DwadcLfE5K2R4hKdT0yoUQm2LIjjRGJ9AbY79/oHUTVaO1LswHtgN/CqR/OKQcZgT+x6HAjeYe4pthCVq35GfQbkC3AQuAO0J0HAY8DCClfAs4TgjxFzSzeB2tdWMuMQgY0v1Af8jmMqBICHFkyLZc4D4p5R1xdNoJL5dBtBtcTKSUewI341q0rjrQyjpmOUgpHxJCrAMeCeh+Dq0VZhitTOZG7P+CEOJlYFdg0x+BukDLwmKgHq07bAQ4LXCjc0kpjwnkfw3gkFL+ODRfoU08ypBShrWYRJRDX8jnccshxv6RHvNl4I+B1rsgvWi/Q4UiLSivHiuH6ejVoXwXWBfwY+XhGnp5uDvEtyPzmPYerirLk0BK2S+EOCLQJfJ7IcRtaOO/7gAQQvwTeE9K+dvA5xnA36SULwQ+F6M9qSOlXC+EOBbN8Ai0dNxJ+KSIKrSLKdjqYQsc/zUp5UsR8jqllKsD+0V274XSjdYtF8n/orVUrABek1IOCiEkEOxyDO2uuzKw71toEyReIfxiC8UOfA34FpqhPgRkAycD9wltAsuRaN1fBPTXAovQWg/mBsrhU0KIjwEVgf+vBq3r7g20J3dCjr8QWCOljJo9LOJ37W0h3AxyiO6iDENK2Sm02fM2QibQMP515gsc+1EhxHq01pBytKf0mARaH74U6CY7GvhfKeWaQJpDaBNVlgK/E0KMoo1TXAC8KYT4VER2duA6oc2sjtWF18vEyiG4f/D/z45I/xzw8YhtZWi/Q4UiLSivHmPaebWU8vOB9CXAVznYij9R71IerhHPw/1CCBGoMEfmMe09XFWWJ0lw7FCAk9G6f4IEJxsE+TUwKIT4UeDzLDQDCbYqCCBfCPHtgKEuCj1X4MkyX0r5gySkxWutiGQ3B1tBQgluC+1Gz+LgWNO8gKY5wGfRuqBsaF1gVcC+WCeTUrYLIT6EVhk9MbDvzwImdR/wALBHSjkSyF+gPYHfA5yCNt7ti0CXlPIHQojmQLflzaTwex5nGMZKtFaoICvQuiLjIoRYBXwBbZzZXLRJFfVoLQkL0MajxTouH601Isg7wNFCCLsMGecYQh3abH4vWndanRBiC5ppO4B7pJS/QTNbhBC/BZ4Frono8ssKlnMgPZa2C9C+pwcD38WywP8Vj61ok0j+JrRZ16FjJo8ARqSUkb+N1WjdvQpF2lBePT29OnDuQuCvwNelNjYXNC9SHq6fh7+J9iCyFa0sQ6+Xae/hqrKsE0KIs9BmO28J2VxNyI9SSnlkyP5laGO6/gS0JmmqEyGp1goppVdoYXVWSylDDftk4AYp5Q5xMNSnT0q5JvDkHbw5ZKPNmC0BigMG+xm0GbzxKEProvsz2ti6BwJdZs+ime1/hey7ycuQlgAAIABJREFUHG1SxWvAKVLKUaGFYnovIs8/onVf6cW/gHlCiEvRbixzA9vG4/8BN0kpNwSe/t8Grkcbj5tDYFxdBE60cX3ByT7L0Iz5VeAUIcQw2pjAoGFlAT9F+34E2iSZbWiz6W8JzVhoE4J+iXaTmw9sEtp4vH608E/ZQojjIyoRkTwL3C607sYjgW4pZdM4+/8Z+I0QohOtW/uJkLSPA+tiHPNltK5uhSLtKK+edl5NQN8/pZShlWHl4Rp6efhDwC8DD4K3BD4HQ+6djTa5dfoiTRCSw+ovtJnHLQTC4aDNnj6ekBAzIfva0ULHNATebWhxLJ8Djk9wnuuAW8dJ/wra4P2taF0oWyP+7kSb7BF5XCXwCtqkjCpgU0jaqWhPzF8FPhrYNgetKy00VM53gJsCx+8BakLK5gHgU8D3QvY/Fs1gvgn8DC0awmY0w9kDnBOybx4h4YgitLclKDMHWjfinSl8rwvRomJsAY4L2b6f6LBRp6F1b9rQWiCa0LouHwj9zoD2kL9Xoc0wvxRtlvruwP5HB/J7GW1W/ucC+89DGz93eeC7+jvaTO1cNMP9flBXII8GNKMN/Z7uDOY3gXJYhTb7/yVgQWDb8cQJQYQ2oWk72njEgpDtTxIdRulS4CdGX8PqdWi8UF4N08yr0YZyyECZ7Q+8rgqkKQ8/qFMPD78WbQjPHRwMk3gzcLnR13a6X4YLsPor8KNpAJaHbLsa7Yn0CyHbbMB9aBMeHgDmR+RzOppJvg9UxjnXjcD/jKPl62gtDPHS7wHOjpN2Klrr3gwCBhwwvhcC5ncx2hPmq2gB9vcAN4Ycfy2akd4AXBuy/Wi0m8JOtLFcduBvaItRHB7Y5yS0J/5jQ455GagOyedY4KEYuvsSfD+voXUXfVzH7/xnMbYtIVARDBjSRYG/nWhxXG2B38nLIcfMIHBDRFuowB6R58PAAFAR+FyJdiO8CM3IfwSIkO/qbrSbwMlorUcfQ3vif4uDN+MmtBnNW9G6F3cAVQZdOw60VqYMI86vXofWS3n12PGHjFePcy7l4fqUYwUpNERZ8RX8khQpIrRZ1sMyEAcxwb6L0MLoxFvJCCHETCnlB3pqnGpCJgEYjhDCJkPGeOmUZ2Q3aGR6ZqzfgxAid7zvPsb+AiiSB+O4BreXobU+RI07C0ywaTVL+SsUZkF5dTTT3avHOZfycMWEUJVlhUKhUCgUCoUiDjajBSgUCoVCoVAoFGbFNNEwysrK5KxZs+KmezweHA5H3HSzoHTqi9KpL0qnvoTqrK+v75JSlic4ZFoxnm9b8Ts0M0qnviid+mJFnRPybKMHTQdfy5cvl+Px8ssvj5tuFpROfVE69UXp1JdQncBWaQIvncrXeL5txe/QzCid+qJ06osVdU7Es9UwDIVCoVAoFAqFIg6WqSzPmTPHaAlJoXTqi9KpL0qnvlhFpxFYpWyUTn1ROvVF6dSXVHVaprJcUFBgtISkUDr1RenUF6VTX6yi0wisUjZKp74onfqidOpLqjotU1nu6ekxWkJSKJ36onTqi9KpL1bRaQRWKRulU1+UTn1ROvUlVZ2WqSxXVlYaLSEplE59UTr1RenUF6voNAKrlI3SqS9Kp74onfqSqk7LVJa3bt1qtISkUDr1RenUF6VTX6yi0wisUjZKp74onfqidOpLqjotU1lWKBSHICMD0LVLe1coFAqFuZmmnm2aRUkmw4EDB2htbcXvn5Jl5cdleHiYt99+22gZCVE69cWMOosyM6jOzcYuBAiBAPB6oGWf0dIS4/XAw1+FHY+BzQ5+HyxYC6uuBluabEvYoKgY8vLTk78ijJaWFnp7e42WYcprNxZKZzgx/W0iWMkLraJzGnu25SvLBw4coLm52WgZCoWpKMrMoC4vByEmfAsxBwP7ofFx8I2AL7Ct8XHt/YTr0nNO6YcDgckfqsKcVsxSUVZYE8v723Rkmnu2ZYZhZGTErte3trZOsZLxscrFq3Tqi9l01uTGvpFk2OwGqJkgXjcZ7v0wOhy+fXRYa7XwutN7flfylbh4vqQYv2zMVFE227UbD6XzIPH8bSJYwguxiM5DwLMtU1levXp1zO1mGHoRSm1trdESkkLp1Bez6bTFuY+sXjhvaoWkwmAHq/f+InaazQ6DHek9v5RJ7xrPlxTWKRuzXbvxUDoPEs/fJoIlvBCL6DwEPNsyleVt27YZLSEpOjrS/KPQCaVTX6yic9ueD4yWkJi8CrbVfCF2mt8HeRVTq2ccrOJLRmCVsrHKtat06oslvBCL6DwEPNsyleWlS5caLSEpysvLjZaQFEqnvlhF59JZhxktITGZuSzN64OM7PDtGdnahJHMXGN0xcAqvmQEVikbq1y7Sqe+WMILsYjOQ8CzLVNZbmhoMFpCUnR3dxstISmUTn2xis6GphajJSRFw4zPwvxzwJ6lGa09S/u86mqjpYVhFV8yAquUjVWuXaVTXyzjhVbROc092zKzU6xyAQ4PDyfeyQQonfpiNp0+KcmIMQGme8AasS+7B9zaDOpjr9LGu+VVTLh1YpdrLy+3babYUcgZh51CbkaO/jot4ktGYJWyMdu1Gw+lU1+s44VW0Tl5z+4ZPsAzTesYlaN8vG4NVbn6D99I1ZcStiwLIYqEEM8KIZ4XQjwuhHDE2e/3QojNQogfjLdNoVCknzb3MHICkx5MS2YuFM+akOn6pZ8rX7ue459ay6vtW/l941+Z+ZfjWdf6avp0mgjl2Yrpjn86eNt0JQXPBrh/56Mc/vCJPPHBczzf/ApH/O1Ubn/rd+nRmALJtCx/FrhdSvmCEOIu4GPA30N3EEKsBexSylVCiD8IIeYBR0Vuk1Lu1P0/UCgUUbi8o9QZLcIg7m18hNc7t7Pr/A0UOgoAWN+6mfPWfZ33z984tm0aozxbMa1pdQ+rOMvTiB0H3uc7r9/C5k89zsLiuQA0D7ZxwlOf5tjypayuOsZghUlUlqWU/xfysRyINdV1DfBw4O/ngdXAh2JsCzNeIcRlwGUANTU1rF+/PizTqqoqZs+eTWNjI1LKqHQAp9OJy+UiPz8ft9vNQESXRV5eHgUFBbhcLpxOZ8y4zDU1NfT29lJUVER/fz+Dg4Nh6fn5+eTm5jIwMEBRURFtbW1RedTW1tLd3Y2Ukp6eHtzu8LiChYWFZGVl4Xa7KSgoYP/+/VF51NXV0dnZSWlpKb29vQwNDUXl4XA4GB4eJjc3N2rWsRCC2tpaOjo6KC8vp7u7O6pLrLi4GLvdjs/nY2RkhM7OzrB0m81GTU0N7e3tVFZW0tnZycjISNg+TqcTIQSjo6M4HA66urrC0u12O9XV1WN5dHR04PF4wvYpKSlBSomUErvdHtU1kpmZSWVlJV6vF4D29vaxv4OUlpbi8/kQQiCEoKenJyzd4XBQUVExpqOtrQ2fzxe2T1lZGR6Ph4yMDKSUUfFfs7KyKC8vH8sj1kqR5eXl+Hw+hoaG8Pl8HDhwICw9Ozub0tJSOjs7qaiooKWlJarVt6KiArfbTXZ2Nh6Ph76+vrD0nJwcnE4n3d3dlJeXx1yIp6qqiv7+fnJzcxkZGWFDW/hvvaq4CL+UvLWvmcUzatn47o6oPFbNO5w9nV3UlThpd/XR1B1eprVOJ3WlTvZ0dDG/upJNO6LrUqsXzKOxrZ3ZFWU0d/fSElGmM0pLqCwqpLmnl9nlZWze+X5UHjKgc351JXs6u9h/wBWWPqu8jJK8PNpdfdSVOnl91+6xNO+BfH4w84cUOgp444MmFtfVUOGfyU/n/pQX3n6b0mwnAHMqyinIzqZncJDKokK27t578AQ7d5ORkcHq1avZtm0bS5cupaGhIep36vF46OrqivIdI0mnZ0Pyvj00NITf72fjxo1RJzeTb4+OjuLz+XC5XKb2bb/fT19fH1lZWab2bWAsj3T59nBZGf7hIXIyM/FJyY7W8O/WmZfHkpkzqN+9l+VzZrG5cRcjo6Nh+/j8fvZ2dpGfnc2I18vO/e3hOvPzWTyjlu1797Fs9kw2vbeTUX+4jhVzZtHu6qMkL4/+4WF2d4R/LxWFhcyvrqShuZUlM2ew4d0dUd6/cu4cmrt7qSwqpGdwkL2d4d/LsNfLiNdLY1u7qX17YHgYv5Q0NLVM2LdbBtv5xYLbaW/zsbCYMd/+8YIf8v4HLkZ73hvLI65v79TySuTbAwMDtLS0kJWVFVUG4yGS7aoVQqwCbpZSnhoj7ffAr6SUbwghTgeWAfMit0kpfxov/xUrVsitW7fGPX9LS0vM+I1mW/5zYGCA/Hzzr/6ldOqLGXUuLi6Ianlp6emltsRpkKLkmYzOIx45hYdP/T+OKlkYtv2/XvsRswrq+PZRX0mcSW1yM9BDfUkIUS+lXDFhwWki3Z4N4/t2PM8Gc/m2Ga/dWCid4cTyt4lwKHjhVDIZnZdvupajSxbyjUVfDNv+6J5/cP/Ox3jy9HsSZ5Jmz04qGoYQogT4NfDlOLsMAMHZM/mBfGNtS5mJPgUYhd1ugdV2UDr1xow6Y43rywq0/Jidyeg8qXolj+55Nmybx+fhqX0vcmLVsZOVFoZZfUl5dvKY8dqNhdKpL4eCF04lk/LsqmN5dM+zUa3uj+59lpNM4tnJTPBzAI8A10op40XHrkfrsgNYAuyNsy1lzNTNOR6RXU5mRenUFzPqbI0xyW/AIjPVJ6Pz6qO/yt3vPcgt//k1u/v2sbm9nk8+fwkryo/mmPIlOqo0py8pz54YZrx2Y6F06suh4IVTyWR0njv7E/R7B/nSxv/Hm93v8m7vTr65+Qa2dr7FJQsu0FFl6r6UzAS/S9C66L4vhPg+8DKQKaUMnS39BPCKEKIG+DhwHCBjbEuZkpKSyRw+ZVilNUXp1Bcz6ow1ya8kL88QLRNlMjoPL5zJxjMf5ub//JqTnj6P4qxCvjD303zrqEt0VKhhUl9Snj0BzHjtxkLp1JdDwQunksnozLJn8eInHuQn2/+PtS9dzqjfx1kzT+OVMx+hOKtIR5Wp+1LClmUp5V1SSqeUck3gdWOE6SKl7EObMLIF+LCU0hVrW0oKA1hl6dTIiRdmRenUF6vo3LbXAkunMnmd84vmcP+aX9D8mdd5+9MvcPWSr5Jp078704y+pDx7Yljl2lU6w5ls+LhDxQunisnqLHIU8tNjr2HX+RvZe+Gr3LHqBipz9V8NMlVf0m1REillLwdnUsfdplAoFArjUZ6tsDIqfJxiKrHMctcKhWLiqOD9CoViOuLyjibeSaHQCVVZViimMbEm+SkUCoVCoUgey1SWrTJpwGazRpEqnfpiVp2RrS9ZGbqNvEorltFpEV8yAquUjVmv3UiUTn2xjMconbqSqi8lvShJukm0KEk8zBTcXqEwI5MN3j+t8bphsAPyKiAz9+D2JAPch2K2RUmmAuXbCiNR3naIEsu30+zZ1ngEBOrr642WkBTt7e2JdzIBSqe+WEVnfeiSziYm7Tr9o/DqrfDASfDEBdr7q7dq2yeAVXzJCKxSNla5dpVOfVFeqC9TolMH307Vl1TLskIxzVGtLzF49VZofBxGQwLpZ2TD/HPghOtUy3KSKN9WGMkRRfnYLTLsQ6ED4/n2+XdPOLtp2bL8xhtvGC0hKVQsTH1ROidPaESMNz5oMlBJ8qRVp9cNOx4LN1zQPu94TEtPEqv4khFYpWzMfO2GonRGM5kJzMoL9SXtOhP59khyK/Ol6kuWqSz39vYaLSEpRkZGjJaQFEqnvphZZ+gNpXdw0GA1yZFWnYMdYLPHTrPZtfQksYovGYFVysbM124oSmc0kwkfp7xQX9KuM5Fv9+9PKptUfckylWWFQpEaKh5pBHkV4PfFTvP7tHSFQqFQmIdEvl1QldbTq8qyQqEwHq8bDuyd0BCIlMnMhQVrtbFuoWRka9tDo2IoFAqFIpqp9GxI7NtZ+Wk9vTUC4ykUiumJfxQ236aNObPZtRaCBWvBuTa95111tfYeet755xzcrlAoFIpojPJsMNS3LVNZXrBggdESksLpdBotISmUTn0xu06/lNiFYEFNtdFSwtl8mza72TcCwR62xsdZsLACWJi+89oytKgXx14VO85ykljFl4zAKmVj9ms3iNKpL6bzwjiYTqdRng26+HaqvpTUMAwhRKUQ4pVx0m8UQqwPvN4TQlwrhKgVQjSHbC9PSWEAuz3OwG6TYZUQXUqnvphdZ3CSn91MOseZ3Wxv2jh1QzKKZ6U89MKsvqQ8O3nMfu0GUTpj40sxGoapvHAcTKXTDJ4Nk/LtVH0pYcuyEMIJ3AfkxdtHSvmjkP3/BtwPrARukVLelZKyCIaHhxPvZAJGR60xmUrp1Bez63R5R6kDhr1eo6UcJDi7OcacjWGHU0svnjXlsiaCGX1JefbEMPu1G0TpjE2be5i6vJwJV9JN5YXjYCqdh7BnJ9Oy7AMuAPoS7SiEOAZollK2AMcBlwohtgkhbk1JXQgFBQWTzWJKcDgcRktICqVTX6yisyA7O/FOU8U4s5sLhlosEZXCpL6kPHsCWOXaVTpjk2q0H1N54TiYSuch7NkJW5allH2QdNfKN4Fgi8WzwE2AG3hRCHG0lPLN0J2FEJcBlwHU1NSwfv36sMyqqqqYPXs2jY2NdHV1xdTgdDpxuVzk5+fjdrsZGAgPTJ2Xl0dBQQEulwun00lra2tUHjU1NfT29lJUVER/fz+DEfEC8/Pzyc3NZWBggKKiItra2qLyqK2tpbu7m6GhIfLy8nC7w7sjCgsLycrKwu12U1BQwP790TEB6+rq6OzspLS0lN7eXoaGhqLycDgcDA8Pk5ubS0dHeDxYIQS1tbV0dHRQXl5Od3d31FNUcXExdrudjo4OqqqqogLI22w2ampqaG9vp7Kyks7Ozqi4mU6nEyEEo6OjOBwOurq6wtLtdjvV1dVjeXR0dODxeML2KSkpQUqpDQ2w2+nu7g5Lz8zMpLKykra2NmbPnk17ezveiCfs0tJSfD4fQgiEEPT09ISlOxwOKioqxnS0tbXh84Vf6GVlZXg8HjIyMpBSRsVgzMrKory8fCyP1tZW/H5/2D7B9IqKCnw+HwcOHAhLz87OprS0lM7OTioqKmhpaYkKpF9RUYHb7SY7OxuPx0NfX3g9JycnB6fTSXd3N+Xl5TQ3NxNJVVUV/f395ObmMjIyEpVHhttJ64EDlBcUsHhGLRvf3RGVx6p5h7Ons4u6Eiftrj6ausPLtNbppK7UyZ6OLuZXV7Jpx86oPFYvmEdjWzuzK8po7u6lJaJMZ5SWUFlUSHOPi9kLLmSz73AgtDwEMttJWVsP86sz2dPZxf4DrrA8ZpWXUZKXR7urj7pSJ6/v2h2WLoTg5CMW8MYHTSyuq6GxrZ2OiPKYU1FOQXY2PYODVBYVsjV0udadu8nIyGD16tVs27aNpUuX0tDQEPU79Xg8LFu2LMp3jCSdnh3INynf3rJlCx/96EfZuHFj1EnN5Nv79+9nxowZuFwuU/t2T08PxcXFZGVlmdq3vV7vmH9PlW9vaAv/fTjz8lgycwb1u/eyfM4sNjfuYiSixdvn93N4ZQX52dmMeL3s3B++THdpfj6LZ9Syfe8+ls2eyab3djIaUVFcMWcW7a4+SvLy6B8eZndH+PdSUVjI/OpKGppbWTJzBhve3RHl/SvnzqG5u5fKokJ6BgfZ2xn+vQx7vXx40UIa29rN4duLrmZ2411snnVlSKpgIKeOT2Tk0LCvmfnVlVPv2zu1vBL59sDAAB/60IfIysqKKoPxSHq5ayHEeinlmnHSi4GHpZSnBz5nSSlHAn/fDrwqpXw03vGJlk1dv349a9ZEn95sy6Y2NzdTV1dntIyEKJ36YgWdi4sL2PDuDtYsSvMkjIkQZ2b1eudaY3Umudx1qC+ZbbnrdHs2jO/b8TwbzOXbVrh2Qekcj8XFBRMehrH+nffM5YVxMJ3OQ9Sz9YyGcRbwj5DPzwkhLgJcwOnAb3Q8l0KhmCA9I57EO0018WY3v/Oe0coOBZRnKxSKiXGIevaEFyURQpwihLgiRtJHgdD+thuBl4EtwN1Syui+A4UiAf4UZzoromkbMvFyuZOMSqGIj/JsxVQz5PUn3klhbQ4xz066ZTnYnSelXAesi5H+mYjPL6Nj0L2cnBy9skorVgmXZAWdTS4v/9nvxVbopa4o02g542KF8gTIyTR3OQbJschkJjP7kvLs5LDKtWsVnR5p46JHmrjzjJop822flGRMcBiGZTxG6dSVVH3JMstdr1y50mgJSVFdbbIA4nGwgs77t/dyzw47923vTbyzwVihPAGOnTvHaAlJsTKezqleYjUBVvElI7BK2Vjl2rWKzj/vzsDnZ0p9uy0QR34ixPUYk2F5ndPEsy1TWa6vrzdaQlK0t7cn3skEmF1nk8tLfeswn5vro751iGaXiWJNxsDs5Rmkfs8HRktIivrQyBSgTSp59VZ44CR44gLt/dVbte0GYhVfMgKrlI1Vrl0r6GxyeZmfPYCEKfXtVMLHRXmMSbGszmnm2ZapLC9fvtxoCUlRWVlptISkMLvO+7f3MuqXPLDLzugUt1KkgtnLM8jsmuoJt8AYwfI5s8I3hC6x6nVr742Pa9sNxCq+ZARWKRurXLtW0Hn/9l4e2KUNFzG7b0d5jEmxrM5p5tmWqSxv27bNaAlJERlD06yYWWewVdkv4TOH+/DLqW2lSAUzl2cob3zQZLSEpNgW2gI+zhKr7HjM0O49q/iSEVilbKxy7ZpdZ9C3L5yjxSI2u29vs0gvmyV1TkPPtkxlOXKBBbMSGcTdrJhZZ7BVGaA6V3s3eyuFmcszFKvo7Atd2CG4xGosbHYt3SCs4ktGYJWysco1YXadQd8OejaY27f7IhaPMSuW1DkNPdsylWXFocGAx8+WpiEybYKcDIFNaO+ZNsGWpiEGPCok0SHHOEus4vdZYolVhWI6E+rbQc9Wvn0IMw09W89FSRSKSZPvsPHbs2rw+gItygf28/OPVQHgsAvyHer57pAjMxcWrNXGu4V262Vkw/xzJh/n0+sOD66vUCgmRKhvh3o2TJ1vpxI+TpEmpqFnq8qywnRUFxyMzdk8YKOu2BrxG62CX0rsVruprLpaew9dYnX+OQe3p0KcZVsnladCcYgS9G2jPLvNPUxdXs6El71WpIlp5tmWqSwvWrTIaAlJUVJSYrSEpFA69cVKOlstcFNZVFsTviHeEquTIXS2drDHsPFx7X3G3cnptIgvGYFVysZK164VMEqnyztK3QT2j/IYk2JZndPMsy3Tp+3zxRn/YjKsEJYLlE69sZLOVGKSTjW+eOWp1xKriWZrjwwkp9MivmQEVikbK127VsAqOuN6jMmwvM5p4tmWqSz7/daYIGAVo1A69UXp1Je0X++JZmv3708qG6v4khFYpWysck0onfpild+n0hnAYM+2TGU5KyvLaAlJYbfH+TJNhtKpL0qnvmRlZibeaTIkmq1dUBU7LQKr+JIRWKVsrHJNKJ36knaP0QmlM4DBnm2ZyvLbb79ttISk6O7uNlpCUiid+qJ06svbTc3pPUFwtnZGdvj2jGxte1Z+UtlYxZeMwCplY5VrQunUl7R7jE4onQEM9mzLTPBTKBQKXUnHbG2FQmEYKnzcNMdAz1aVZYVCcWiSjtnaCoXCMFT4uGmOgZ6d1DAMIUSlEOKVcdJrhRDNQoj1gVd5YPvvhRCbhRA/0EuwQqFQ6Ipes7VNhPJsxaGIFSL9KHTAAM9OWFkWQjiB+4C8cXZbCdwipVwTeHUKIdYCdinlKmCOEGLeZITm5yc3HsVoMi0yGF/p1BelU1/yg5MwvG44sFd7NyFm9CXl2RPDKteE0qkv+RaZgGo5ndPUs5MZhuEDLgCeHGef44BThRBfAf4ppbwOWAM8HEh/HlgN7Aw9SAhxGXAZQE1NDevXrw/LtKqqitmzZ9PY2MiyZcui0gGcTicul4v8/HzcbjcDA+Gx9vLy8igoKMDlcuF0OmltbY3Ko6amht7eXoqKiujv72dwcDAsPT8/n9zcXAYGBigqKqKtrS0qj9raWrq7uykrK6Onpwe3O/yHUlhYSFZWFm63m4KCAvbvjw5zUldXR2dnJ6WlpfT29jI0NBSVh8PhYHh4mNzcXDo6OsLShRDU1tbS0dFBeXk53d3dDA+HxyQsLi7GbreTk5PDyMgInZ2dYek2m42amhra29uprKyks7OTkZGRsH2cTidCCEZHR3E4HHR1dYWl2+12qqurx/Lo6OjA4/GE7VNSUoKUEikldrs9alJIZmYmlZWVY5/b29vxer1h+5SWluLz+RBCIISgp6cnLN3hcFBRUTGmo62tLSrGYllZGR6Ph4yMDKSU9Pb2hqVnZWVRXl4+lkdra2tU6Jny8nJycnIYGhrC5/Nx4MCBsPTs7GxKS0vp7OykoqKClpaWqPBKFRUVuN1usrOz8Xg89PX1haXn5OTgdDrp7u6mvLyc5uboyRRVVVX09/eTm5vLyMhIVB65ubmUlZXR1dWFvyifV97dEZXHqnmHs6ezi7oSJ+2uPpq6w8u01umkrtTJno4u5ldXsmnHzqg8Vi+YR2NbO7Mrymju7qUlokxnlJZQWVRIc08vs8vL2Lzz/ag8TlpwOG9teYz5O37FnrJT2F9wFGQ7IV+b8TyrvIySvDzaXX3UlTp5fdfusOOFEJx8xALe+KCJxXU1NLa10xFRHnMqyinIzqZncJDKokK27t57MHHnbjIyMli9ejXbtm1j6dKlNDQ0RP1O582bR1dXV5TvGEzaPBuS9+2srCz8fj8bN26MOrmZfNtut+Pz+XC5XKb27cLCQvr6+sjKyjK9bwfzMMK3u9psOPPyWDJzBvW797J8ziw2N+5iZDS81XnZrJns7ewiPzubEa+Xnfvbw3Xm57N4Ri3b9+5j2eyZbHpvJ6MR0RhWzJlFu6uPkrw8+oeH2d0R/r1UFBYyv7qShuZWlsycwYZjqALUAAAgAElEQVR3d0R5/8q5c2ju7qWyqJCewUH2doZ/L1XFRYx4vTS2tbN4Ri0bTezb/ld/QkOfnfldz7HHeRL7K04e82xIs2/v1PJKxrdbWlomHBVDJBsTUQixXkq5Jk7ah4GtgBt4Efhm4PUrKeUbQojTgWVSyp/Gy3/FihVy69atcc9fX1/P8uXLo7abbcZ18AI3O1Opc8jrJycztcArqjz1JajziKJ87DbzBsOpf/1plr9zY3gA+oxsbTLHCdelX0DtYUntFupLQoh6KeWKdMqaCOn2bBjft+N5NpjLt6127U4FVvbsxcUFSY1ZDlakzY5ldE5zz9brbvmalLJfSukD/gPMAwaAnEB6/mTPFc90zYYVTBemTmeTy8tFjzTR7PIm3jkGqjz1Jaiz1T1s3sUDvG6WN9wQf6UmE3XvWcWXYqA8O4DVrt10c6h4thUqoGARnYeAZ+tVWX5OCFEthMgFTgfeBurRuvEAlgB7J3OC8VqdzUR7e3vinUzAVOm8f3svPj/ct7038c4xUOWpL0Gdpp4IM9jB1sMui51ms2uzoE2CVXwpBsqzA1jt2k03h4pnb31/j9ESksISOg8Bz55w6DghxCnAIinlnSGbbwReBjzA3VLKHUKINuAVIUQN8HG0MXIpY7IxgXGJHJ9lVqZCZ5PLS33rMBKobx2i2eWlrmhikz9UeeqLJXTmVTDgKI+d5vdp4YJMghV8SXn2+FjimkB5tt4MRIzpNiuW0HkIeHbSLcvBsW9SynURpouU8mUp5UIp5dHBNCllH9qEkS3Ah6WUrpQUKizL/dt7GfVrXf2jk2ipUJiHvf1NvNXzHl5/Gm+ImbnaZL54KzVNoxBv6UR5tmKiKM+efnQOdbO9u4E+T3/6TnIIeHZaZ/hIKXullA9LKaOnECumNcEWioDv4pcHWyoU5sA/gTHL7/d9wIlPncvKJ8/mvJe+zqy/nMBDu55In7j8Km1iiD1LM1p7llpdbwpQnn3oojx7ejHodfOF9d9i/iNr+ML6bzPzL8dz7b9/hl/6Ex+cCtPcs9UKfoq0ENpCEWTUD7f/ezPFJeu5ftn1BilTBGlNcrWrEd8Ipz/7Oa5c/CWuWPRFMmwZbO18k7Nf+Ao1uZWsqVmVHoFqdT2FYsqI59m/29ZET9Yv+OkxPyUvc7zQ3Qozcekr3yPDZueDC1+j0FFAm7ud81/6Bj/Z/r98/0NXpuek09izzRs7KoIjjzzSaAlJUVpaarSEpEinzgGPny1NQ2TaBDkZB1+ZNsErPb/j8b2PU99Vb7hOPbGizmQn+T35wQvMKqjjqiMvIcOmPV+vKD+aG5ZdxR0Nfxz/4BQD1B85o077w+Sr61nFl4zAKmVjxWtXb8bz7HXtf2XT/k38efefDdepJ2MeY3JS0dkyuJ/nWzZy9wm3UugoAKA6t5J7TvwZv2q4F19EvOgoUvDt6e7ZlmlZjgywblYig6eblWR0phprM99h47dn1eD1hbdSNBz4D7c3dPCVI67lrnfu4p6T7kl4zulUnmYgFZ3v933AMWVLorYfU74kfmXZPwqbb9PCBtns2iSPBWu1LjlbYtsZscgkIav4khFYpWym07Wrt2cPePv5yuZ/8Mtjfsn19ddz0ZyLYrYuh57XKuVpGY9JQeee/iYWFM0hL6LCuqD4cIZ9I/R5B3BmFUUfOAnftkx5puhLlmlZtpl4AYVQkgmGbgYS6ZxsrM3qgkwOK3aEvR5ruoevLbqcc2adQ/Ngc1TrcqxzTpfyNAup6FzknMem9n9Hbd/U/m8WFcdZEXnzbdD4OPhGtNYJ34j2efNtSZ3TKte7VXQagVXKZrpcu+nw7A2dD/PhmpM5ufpkVlasjNm6HHleo8uzZ8STVAx5q/w+U9E5r3AW7x7YhcsTvvrdm93vUpCZR1GgtTmKSfj2dC5PsFBl2W63T8l5hryTG/xutFEkSyKdk421Gcm2rm00DTTxyZmfJNOWyeVHXM5d79wFHCzzWOecLuVpFlLRecaMUzjg6eOHW/+HQa8bKSXPNW/gx9t+xbePujT6AK9ba5mYRIB6u0XKc6p8yYpMZdlMxreny7Wrt2f3efp46P2HuGyhFj/3qwu/ygM7H2DQqy0rHs+3jS7PtqHkWg4t4zEp6KzMLefc2Z/g8+u/ReugFvf6vQO7+OLGb/Pdoy/HJmJU/Sbp25YpzxR9yTKV5XfeeSft55jskzkQtc69WRlPZ6xYm5Plrnfv4rKFl5Fp02J2nnnYmTQPNvPs3te56JEmtja7Y55zOpSnmYjUmUwrTIYtg+c/9ife7m2k+qFjqHhwGd/a8mP+ePJ/s7LiQ9EHDHZoXXixSDJA/TstrQn3MQNT4UtWZarKZrK+bdVrN5R0ePaDux7k5OqTOSxfW0Z4TuGcsdblYJnH8m2rlKdlPCZFnf97/E0cXjiTxY9+hNqHjmXNMxfyucPP4b8WXxz7gEn6tmXKM0VfssyY5akg9An5+yebJ4j2VBMr1uZkyuPNnjd5veN1FhYt5I637xjbXp5Tzu1v/oZs/4+4Y0u3rudUJEfb0AglWY6E+9XkVfL4ab/lwIgL9+gw1bkV8VuQ8iq0sW6xMFmAeoX1Ub6tv2e7R908sOsBTqw6Mcyz/dLPfY330dL2UXx+Yvr2Fw+f3P+i0AeH3cEvjrueW1dcTfdIL5U5ZWONVTFRvj0ulmlZTjfpeDK3IumItVmeXc6Vi6+k0FFIbkbu2GtJ8QnIoTVIoHfYr+J7WoDirCJq8irH72rNzNUmhUzjAPUKc6B8Oz2ebRd2Ll94OXML54Z59oKiBZw788tsb/PE9W2PL/n47Yr0k5ORTV1e9fgVZVC+nQDVshxA7ydzKxE6kzlerM3JlEd1bjVfWfiVqO23bOggd3SIWKMNVSuFxQkGog+dVT2NAtQrzMGh6tvp9uwsexZfnP/FmGm3bOjA5x+KmTbqh273KHNSOqvCcJRvx8UyleXCwsK05T3ek3ldUYKnsQgcjsRd2mYgqLPJ5eXKZ1q584wainPsbGkawmEX2EIaDv0StjQNMeDxk+/QpzMissyDZGcIRMg5vzQ/O+bxZsNq33vasWVMKkB9YU5OGsXpRzp9yeqku2z08m2rXbtGeXbw3Il8e9cByRE6nzcdWMZjplLnJHzbMuWZoi+JZEKsTAUrVqyQW7dunfBxb7/99qTPfcuGDl5vHgozAJuAlXU5076V4pYNHWxpGuK4Gdr/2tbvjYq1CeCwC6oKJvbgMB4/frmdrRGmK4Cjq7K4fEVJWs6piE11ThYlWQ7DZ7GbitrDJnyIEKJeSrkiDWpMi/Ltqccozx7y+rn9ta6oMjejbytPOwRJs2eb+9EvhPr65FZ8myjjrVwUfDKfCO3t7WnRqTft7e0xx/vFirV5WLFDV/Pb0TXCv1qGsQvCytxhF7y5f4SS3Iyxc1qpPK1ALJ3JhlqaCqSUbOnYxlNvv073sD4hsNJJunxpOpDOstHTt6107Rrl2cHoF5tjlHmkbwu38dEwkvG0+t170y9EB6ygc8eB9/n7W1t4v+8Do6UkJFVfSqplWQhRCfxNSnlinPTDgPsBP7ALuByoAV4PfAY4T0rZGe8cRrZQTNWTudkIbZmZyhaZYMvIkqosLgu0RgSZ7mVuVhYXFxjeCtPQ28h5L30NgNrcKrZ2vclVR17C9R/65tRrs3jL8lR4NijfnmqM9uyl1dl8ZbkzKt2MZW4GT5vuuDx9fPblb1Lf9RZLSxdR3/U2J1ev5N6Tfh61emDaMbplWQjhBO4Dote4PMjlwNeklKcAM4CjgJXALVLKNYHXuKabiNdff30yh8dlyOvX9cm8ra0tDSr1Z3dTq+4zqJMhtGXknc4RbEKMW+ZWKU+lc3J4fB7OeO5ivnv05TR8+kVunn8T7577Eo/ueZYHdz1utLy4pMuXJsOh4NkQe8W5VHzbrNdEJGbw7IaO4SjPjixzq5Tn67t2Gy0hKcys8/JN11GTW8kHF77GDXNvYN+Fr+GwZfKtLT82WlpcUvWlZIZh+IALgL54O0gpvy+lfDfwsRToAo4DLhVCbBNC3JqSuhCGhmLPvp0MeixCEonPFydOYQwmu1rgZOgeGIk7gzqdxJq9Ph4TKU8jUTonx7PN65mZX8vF889HCMGQx0NVbgU/OeZq7nr3T0bLi0s6fEkHlGdPgIleE0b5tvJsfRnyeIyWkBRm1dk51M1zzRu4/bgf4rA7GPJ4yM7I5o5VN/DwnmcYCKz0aDZS9aWE0TCklH2Q3BKWQogLgAYpZasQ4lngJsANvCiEOFpK+WbE/pcBlwHU1NSwfv36sPyqqqqYPXs2jY2NSCmj0gGcTicul4v8/HzcbjcDAwNh6Xl5eRQUFOByuXA6nbS2HlxlZn+/l28u9vPgGz1cujiDoqIi+vv7GRwM/5Lz8/PJzc1lYGCAoqKimE/OtbW1dHd3I6Wkp6cHtzt8acjCwkKysrJwu90UFBSwr6WNfQc8HFbswGHXyrauro7Ozk5KS0vp7e2N+lILCwtxOBwMDw+Tm5tLR0f4ijpCCGpra+no6KC8vJzu7m6Gh8OXriwuLsbjF0i/nxl5Ns6fE25s/d4BBjxlDPZ2UllZSWdnJyMj4eO/nE4nQghGR0dxOBx0dXWFpdvtdqqrq2lvb6eyspKOjg48Hg8en+QEp5fjiyVP77ORaYPR4UH2dfVjG3aF5ZGZmUllZSVer3ZTbG9vH/s7SGlpKT6fDyEEQoiolaMcDgcVFRVjOtra2qKMvKysDI/HQ0ZGBlJKenvDbwRZWVmUl5eP5dHa2orfH36zLC8vx+fzMTQ0hM/n48CBA2Hp2dnZlJaW0tnZSUVFBS0tLVGr5lVUVOB2u8nOzsbj8dDXF17PycnJwel00t3dTXl5Oc3NzURSVVVFf38/ubm5jIyMROWRm5uLlJKuri5KS0tpaWkZS+tq056bV807nD2dXdSVOGl39dHUHV6mtU4ndaVO9nR0Mb+6kk07dkbpWL1gHo1t7cyuKKO5u5eWiDKdUVpCZVEhzT29zC4vY/PO9/EM53FJxeWsf+c9QBu7/Na+ZublH85RWcvGtgeZVV5GSV4e7a4+6kqdUa0vQghOPmIBb3zQxOK6Ghrb2umIKI85FeUUZGfTMzhIZVEhW0PHBu7cTUZGBqtXr2bbtm0sXbqUhoYGuru7w/LweDx0dXVF+Y6RpNOzA8ck5dtDQ0P4/X42btwYdd5UfTvo2W2tzdQUzKS3t3fSvj06OorP58PlcpnWt7PzC/GO+lldKdg3KDhv9kEf88t+mlpGmVFbM+ZTevn2wNDImGcDPL3PxpB7kA86DlBRkBV1PWRmai3MwTyM9G2KC6jfvZflc2axuXEXI6OjYfv4/H72dnaRn53NiNfLzv3hY9dL8/NZPKOW7Xv3sWz2TDa9t5PRiEU7VsyZRburj5K8PPqHh9ndEd4ZU1FYyPzqShqaW1kycwYb3t0R5f0r586hubuXyqJCegYH2dsZ/r0Me72MeL00trWzeEYtG9/dQSRG+PbWnU3cfPgtbN3ZBMDA8DB+KWnrcFOdXUlDczNDQ+H/a1p9e6eWVyLfHhgYoKWlRfuNTICko2EIIdZLKdeMkz4H+CvwESmlSwiRJaUcCaTdDrwqpXw03vGJxr6tX7+eNWuiT5/q2Lcml5dv/qMNj0/isMOvPlEz4TBxsWhubqauri7hfpEzmqeaPR80YS+qjNqezrFnqcxeT7Y8jcbqOnWfPe51Tyj00Osd/+Gz67/JjnNfxm6zs/6d91izaCF3NtzLutbXeOy03+qjK1mSHP8W6ktmGrMM6fdsGN+343k2pObbRns2GOvbyrMnRqIxy0GPMTtTpnOCnu0eHWLGn4+j/uynmVUwY0znm93v8tF/fp59F21OvBCKnqTZs3WJhhEYI/dn4MtSymAT4XNCiGohRC5wOjD5GR06MtGuJT0xw6pTmfbocWd6z6AORe+oIwp90S0ihn8UXr0VHjgJnrhAe3/1Vm37OBxbPJ95OZV8bt0V7O1vYsA7yBGPnMKVm3/E8y0b+carP6DP05/4/F43HNirvSviojx74hjt28qzJ0bPiCeqFVcRgxQ9O1dKvjPvPM554Sv8q2M7Hp+Xj/zjMyx9/ON0Dvdw7otfo9GVxHhri3j2hBclEUKcAiySUt4Zsvka4DDg14EnuR8BNwIvAx7gbilldN/BBFiyZMlkDg9Dz0VIIikrK0u4jxlWnUpGp57kO2z89qyauLPX4wWwn2qdqaJ0Bth8GzQ+Dr4RbeQsaJ9BC3YfiX8UNt+G2PEYfxOC631vcdTe56nOnY3L7+Lek37OabUn8oP6/+aTz1/C+jP+Su+Iiyc+eI4h3zCn157EvKLZY/mErTy1YK228pQtfWsv6elL6UJ59vgke00Y7dvKsydG29AIJVnxF5xZctiMKVSTOmnXmaJns+MxrhE2ivyDnP/MZ3FkVdMy0syVi77IzSu+y+92/Jk1z1zAf87+B8VZhTy97yWaB/ezvOwoTqhcgZA+S3l20oqC3XlSynXAuoi07wHfi3GYbn0H/f39OJ3RIWtSIR3LgwbxeDxkZ8dfdS6dpj8REulMB9UptIAYoTMVlE60loEdj2mmG8rosLb92Kuiu/dCjDoPWIJkRIxyQv4RZJcUcvW/fsLn573H71b/jKMf+yg3bvsldzT8gdNqT6TIUcCN2+7gC/PW8t9egdj5RPKGrxN6+pLeKM9OjmSuCTP4tvJsfekfHsaZP17AGHOQVp2T9GwBHIekV7r5cM4czphzEs81b+DtFxt58rR72OHazU3bf8VT+17i8ILDWOScx13v/onavEqeLFhI/q6nLePZllmURK+LL91dSxkZ4z9/jGf6U0kinWZB6dSXtOoc7NBaCGJhs2vpoQSNelSbzLQHP99mhBop+MZQD3et/D7vnbeOfzZv4Kl9L7KqYhm3vXk3G854mIdP/T9+d+LPaDzvZZ5v3sBjO/5C96ibR/HyD7yMIA8afhq796xQKTCK6eLZYA7fVh6jL9mZ5ooLHY+06pykZ/uQnI+b5dLGWR4Xv1j+Hd5a+zzVORVcX/9zTq89ifsbH+WGZVex7oy/cOfxN/HOuS9Sm13GdTv+zMjoEM/i5VG8dOE3tWdb41eNfuFoUu1aSpbxxkgFTd9hF9hC5h34JWOmP9nzD3n95GQmzsMqY7mUTn0ZT2fPiGdyk/zyKrSutFj4fVp6KEGjDhzyEF4+QyZv42OfPYMVgx04i2dx9dFf5b6dj9LQu4NVFcs5uvSIsSyKs4q4Zt75/PBfP6ENHyeQQT+SixnmT+Rwmi1XO0/xrNT+pwRYJUyWEUwHzwbz+PZ08Bgz4VM6J+3Zr+EjH8HJZNBsy4DBDuzFs7h5xXdY/sSZuEeHsNvsfGneeWNZ2ISNWxd+ngW7/87DCOZjowjBJQzxfbL4rkk92zKV5R07dlBdXa1LXql0LSVLb28veXmxu0z0Nv1Ig21yebnymVbuPCPxLPHxdJoJpVNfxtOZaIxfQjJztTFnjY+PtTwAkJEN88+J7s6LMGoXkkoEJ+OgreJM9slRDgMqskvZceB99g91cf7sM6NO2+IbZjc+dpLPjEBn2QZG+TRDvDOaSUWk4euInr403ZgOng36+nasSnGyvj0dPMZM7Ghto7q4yGgZCUmrTp08+2IyebzybDb07+Xk4llU5pRzYKSPv+5+mnmFs6IaYOx5FbiBJ8nmI2i/+Wb8nMwgR40O8DETerZlhmFMF/RadSpWcP77t/fiM2BIh0IxxqqrNZO1Z2lGa8/SPq+6Onw//yj865fgO/j7PYUMHsHLWfZ8yjLyWPLUOax5+gIuXHcFXSM9/Hzl93ly3wuMRszSvnvHXzhVZoxVlAFOJoMzyeAhqVOUD8UhjR6+HW9BFeXbCkNJ1rMB7A4oPBiibRV2/oWPTHsWsx1FfOaVq1nxxJkc+ehpZNjs3H7c9ezs20vL4P6wbK6t/wUVUoxVlAHqsPF9svitST1bVZYtSqTBGh3WSKEAtFnMJ1wHn98IZ/9Vez/huujZzcFJIhwcb3o6dqqEjU/lZJOXV8ETp/2Ogsw8Chz5vPvpdVy64CJm5FVz1guXsmn/v3mr5z3+35abaHG3c6ktuiVrHjb222zR4+4UCgOIVSlWvp1e/BYZamEoyXo2aL7dt2/sYyk2vkMWpzKIP6uIZz56L8eWLaFruJeXPv5nLp5/Hlcf/VVOe/azPLH3OXa69nBnw7088sGznGmLXhRkHjb2C0zp2aqyPAXovTxqLIM1OgapQhFGZq425ixWcPuISSJBbAiepIhTFl5I0+B+vv7qDziieC71Zz9NaY62+tjjp/2Wk6pWcsVr1/PpF7/KqPTxpblr2STDl4SVSJ5ilOPIiB53p1AkYCo8G4yPHT3daXUPW2YMteGM59kQN3LGdTi4UTroGO7mwnVX0D86yKZP/o3V1ccAcO3Sb/CjD13FL97+PR/75xfYsP91bvrQVbwlR5GEfzdm9mzLjFk2a3imSCKXUJzIOOJkiTTYu//dwzudIxMKazTRpR6NQunUl0Q6fVKSodcqfvGImCQSSlZGJt+ZfSZvuOx87fgXo9PtWXxvydf43pKvjW1rGmjl2PefotLv42K/oA+4hRGkEJy54IKkVqNKFav4khFYpWyM8Oz7tvfyhaXOCYWjmy4eM5W4vKPEW0vQaYFx1WAinXF8WyA4z57LG6UzeW/VupiHXnD4J7ng8E+Offb5fTzS8EcuHu7jB/4MioE/4uV+Mcrrc881pWdbpmXZCsH/AcrLy8M+6zkebcjrjxnv8439w1GTTxK1UkTqDMVMT+Lj6TQT00Vn20RbYlJZfSmJGdhLZiYfiH9Gfg0bzv472wqqOFwMcrxwUygyeH7+58g4/pq0rhBlFV8yAquUjRGeXd86xG/+3T2hcHSJPNssvm0VL5yIxxiJ7jpT9cMEvr1k9uyks7Lb7Dz36ecpcc5jtRhkjhjk3wLWzzmXmSfdNDmdCUj7oiRGU19fz/Lly42WkZD29nYqKyuB2F1vqbZUBFs7jqzIijJYifbUk51xsEUwUVijUJ2h+KWfizdczCULLuGk6pNS0qon8XSajemic7yWmDAms2JeEjOw63fvZfmcWckoAWC+cx5/OX+dZqyDHZqx2x1pXyHKKr5kBFYpGyM8e9QP2/ePkDWBcHTjXbv/89b/kGPP4YrFV6SkVU+s4oUT9Rij0E3nZFc5TeDb9U0dE9JZmO3k9rVPc3uoZ2fmHlx+O02+naovWaaybAXTBcJMQs/lUYOtHbEM1ifB65PcdGoFuSFhicYLaxTPzNa1ruP9/vf5dcOvObHqxNRj7uqEFUwXDkGdE10iNZLgTOugIfpGYeapsEK72ad8cwiOuwPNcCejMQms4ktGYJWyMcKz/RI8PsktHwn3bIjv2/Gu3TZ3G0/sfQKAiw6/iNLs0pT06oVVvNAKFWXQUedkPRvCfVvYtIrt3DNh1dUsT7UiG+rZeukch1R9yTLDMDZv3my0hKRobW0Fxl8edaKEtnZk2uCaE8v4+ceqxl6//HgVvzurhoXl2UmHNQrqDMUv/dz17l3cvPxmQKs4G00snWZkWulM1P0VZ4LehFZfCs7A/uw6mHkKCAH7XoYHT4FXb2Vz487EeST6HyarMQms4ktGYJWyMcKzfxHHs8fz7XjX7j3v3cO5s8/ljMPO4N7GeyesVW+s4oWbG3cZLSEpktI5FZ4Nmm+vuhrmfUpr8bVlws6nYPNtk/dsPXWOQ6q+ZJmW5ZERc8bei8Tv12ZRj7c86kRbKkLz8kl4/v2BlFs7InWGsq51HRkig5OrT8aPn7veuYtTak4xtHU5lk4zMi10+kepeuNXsPfp8bu/xpmgN7ZEarKrL229E/a+GNWKMJJ5PDAv4eEHRlz8ofFh/tX5BtW5FVy64EIWO+frq3EcrOJLRmCVsrGyZ7e523iu5TmeOv0pPH4Pa19Yy5fmf8nQ1mWzeaFfSuwx7mEjo6Mx9jYf4+pMdmiFnn64+TbY9RT4PdoLJuTZXr+XR/c8y9P7XiLL7uDCOZ/iI7WrtXrGFPh2qr5kmZZlKxFcHjXTJsjJOPjKEAfHoyWLnq0d4xFsVf76oq8zPCr5cPWHAXO0Liumhqo3fkXJ3qcRvhHtCd43onV/bb4tfMeJLpEaj/FaEYZ7E7YiNA208qHHP0F911t88rBTKczM55RnLuIv7/9dP42KQwIrejYcbFXOthVRmVNpmtZlMzGtw8eFDlmwgGd7fB7OfO7L3PnOfXy4ZhVLShZx5eYfcdWWG/XVmQZUZTkNBJdH/cXHD3a7fXd1GX7gplMqJrQ86nitHXoSbFWuyVzJRY800dI3ytcWfY273717+hqNYgzbqJuSPU9ji4ihGbP7KzjRIyM7fN+MbG17smF/gq0IsQi2MozDdVtv4wvzPs2DH/4Vn517Djcu/zYvfPxPXPHa9biF0Eej4pDAip4dbFU+qfSisZUBL1lwCY/tfYzu4W5dz2VlXF5rtCBPmIkMWTCJZ9+381G8fi8bzniYSxZcyH8deTH/OutJnvzgBbZ0bNNPZxqwzDAMq1EdMe7sgTcO4PPDMzv7WVqTk1QeXYOjbGkawjGBGdOpcm/jvfR73Hx23RWQAZdutDOv1MEO1w62dGxhVeUqXc6jMCcZQ11Imy10Qb2DxOr+ipyg5/fFXyI1HuO1IkiZsBXh8b3PseeCTWHbji49gqNKFrC+bTOf0EOj4pDBap790K6HENj56ivfD/Nsm7Dx191/5euLvq7LeRQmZaJDFkzh2f/kG4u+gD2kwl3oKOCL8z7NE3uf57iKZfroTANJVZaFEJXA36SUJ8ZJzwQeA0qA30sp/xBr22SELlu2bDKHTxmxYkymEo4oGHbox6dUUJob/SQ3XqSLVHR+b8n3+OXrOxke1boK/YNw0gXM8QoAACAASURBVMISzpl1DkeWHJnyeSaLVWJ2Wl3naE4ZIt5Yw1jdX8EJesdeFR72ZyKME4poWUZTeH6h4YUABjsQELUCFGieLRD6aEyAmX3JaN82c9mEYlXPPm/OebzTMps9MTx7QdGClM8zWazihctmzTRaQlLE1TnRIQtGenZmLnjdiNFh5Gj0mOEwH0+zb6fqSwmvXCGEE7gPGG8ZmSuBeinlCcC5QoiCONtSpqenZzKHTxmxBo+nsqRpMOzQP3b2R82WThTpIhWdxfaFdHQvJ9d/HLn+48j2HUdj6xJOqTmFgsxJfXWTwiqThKyu05+RS8/sM/HbI1bfStT9lWiJ1FiEztxedbXWamDP0vKwZ8H8c+iZe2FAWCDm5gMnwePnw72r4L7j4fELWDvq41f/vFTbJ8B/ut7m7d4drKledfA8MHGNSWJWXzKDb5u1bCKxqmcLX3Vcz67Nq53UuSaDVbywZ3DQaAlJEVdnqkMWUvFsOOinK65I3rOfuADuPxH+thYeOIm1He9w54bvMrrp5jHfPjDi4t7Gv7F21sfCzwNp8e1UfUkkGo8qhCgEBPCklHJNnH3+DlwjpXxHCHEN8DrwrchtUsqXI467DLgMoKamZvmDDz4Ylm9VVRWzZ8+msbGRqqoqGhoaos7tdDpxuVzk5+fjdrsZGBgIS8/Ly6OgoACXy4XT6YwZ1qampobe3l6Kioro7+9nMOLHmZ+fT25uLgMDAxQVFdHW1haVR21t7f9v79zD47rKe/2uGWlGd2k0lkZX23JiO7ZJnDgC48RJHBpCgJSEpCWk4XJ6SqFQKJSWtIWUFg7QHg6lhfSUS5q2IZxySxOuoSQBbMfFTrGNja04lhJLsa4jaSSN7nNd54/RyHOfPdKemb2l9T7PPJZnr1n7pzV7/7T32uv7PjweD2VlZfj9fubnI+uF/CHJRW+A/xoR9M0KdtRJzkwK/rLTis0aH6Hb1tbG2NgYC6U1/OTMEJfXhBECNtbasFkFNTU12Gw2FhcXqaioYHQ0fn2QEILW1lZGR0dpaGjA4/GwuBi/nqmurg6r1crc3BzV1dWMjY0BMDgdYD4QZi4o+PI5K2+/PMS3eq383Y1llMr4wBSHw4EQgmAwiM1mY3x8PG671Wqlubl5OTn96Ogofr8/rk19ff1y1Smr1YrHE7/GrrS0FJfLxdDQEC0tLbjdbgKBeB1Op5NQKIQQAiFE0klgs9lobGxc1jE8PEwoFH8nvmHDBvx+PyUlJUgpmZyM/6Not9tpaGhY7mNoaCgp2ruhoYGZmRkqKysJhUJMTU3FbS8rK8PpdDI2NkZjYyODg4NJ68AbGxuZn59fPn6mp6fjtpeXl+NwOPB4PDQ0NDAwMEAiTU1NzMzMUFFRgc/nS+qjoqJi+fhxOp0MDg7GdyAluz3fY2ouQNv0cUYrd9Df/Aaoalpu0upw0OZ00Ds6zrZmF0fOJ6cL2r99K93DbjoaNzDgmWQwdkxnR2gffhLX3DkGajrpcFRy1HE7yHDEPC0lICzsamtlZMrLtv5v0js1x0j1lXH72Dz+cwJz3fzv2p0E/X385pb7WQz5GV+cYGNVC/WBeW46+xFOt76NXcPfofuKP2a0Jv4JyZbGBqrLypiYm8NVW8PxC32XNpbaKCkpYf/+/Zw8eZKrr76arq6upOPU5XLR0NDA7OwsHR0dJ6SUnUkDUgSM4NunT5+ms7OTw4cPJ+3bSL7tdrtpaGjA6/UyPz+/7NlSSn7httA3K7jSIXnz7ibEfPJa4La2NnoH3fzFkUUONIe4ok4uezagm28Hg0EsFgt2u52xsbFlzwaWffudW0Psu6Idu38q6aK1UL5dU1PD9PQ0LpfLML49PTaKPyGrREdjA1JKqsrK8AUC9Iy443VWVbGrvZVTfRfZ07GJIy/0EEyYye3cshm3d5r6ykpmFhe5MDoWt72xpoZtzS66BobYvamdQ+fOJ3n/3su3MOCZxFVbw8TcHH1j8d9LTXk5u9pa6B52s6u9lcPnzsdtZ3aEfef+mt4Nr6Ft8hjuy++jvyY+l3BefLvuDXGeHQyFec0rdtD13BNs636QXsd+RmqvidtH+/jP+au5szhrr2FXyQK1rvsYW/RQZ6uhrbIZMTu8ct8utQFk9e1gMMiOHTuix4hmz856sbzcUIiDGUz3p8BdUkrvkpFOA7+f+J6U8pvp+u/s7JTHjx9Pu//BwUFaW5Pvls+ePatJf6GYnZ2lqqpq+f+fPjTKcwMLxMZ7WATsbStPm0oo9jPRth++bgPlpfrFY8bq7PcGeN8PhpIeaGfTWQgSx9OorCWdluA8jsAUTRvaEbZME5M5Ei0SkqpqX0Ky+cGJSVqr7ZHZicSgwximkTxikfx3x800V7bwe9vvYXvXtzTvJy2tGzU1i/UlIYRhLpajFNO303k2GMu3lWfrixG9cEdtFVZL/HcxODFJa72jSIq0o0ln4pIHPdHo21o9O4jkewT5oQhj33Yn91x+Jwea9yF+8Ter8+08e7ZeZ/IsEI2AqFrqN9V7K6anR4eE1wUgdlYxXTqiUotIm44oVdqh44MLy9HOCwFtKYyytZuamlpu8y8nJ1Ks/IyQa9okvUmcpTUqa0lnuKQCT3mLvqabY7L5nhF35sjrJWoQfMBaxaN7/pTP7v0o2yubC1KMZFmnSXwpDXn1bbOMjZk8O9pOeXZupEoflziTbFQ06Vzp0ops5ODbWj27BMHdlPKvJQ6+fNX7uLnlOkRwoWC+vVJf0isbxglgP/AYsBs4lua9dUU0HVEglGxr6YI9UqUdinrol385wdnRRf7xjS0Zg02igSaZ2vlDknu/089nb23i+OAiNksk80uUsIzs9wtvaNYteluxjllJsvlMASyxxAazFKgYyRpB+XYCRvbs2HbBMMqzc8AbCNJWbBFmJFc/1erZYDrfzvliWQjxGmCnlPIfY95+BHhSCHEDsJPI2rfBFO+tOxLTEWUiOqsRm3YoLCW+pQPo9EgkOjtbRalooEmmdp75IKGwhe90eTP+cVhtUIpCAaws2Xy6yOtYoo/pojMqBk5qX0yUb2vHqJ4d2+6a5jJ+/9rkR/PKsxW6kqufavFsMKVva75Yjq57k1L+DPhZwraXhRCvJTIj8XEpZQhI9V5BCMswT/Y/yRvb31jUUs25kmpW4yvHJzjj9hGWLD92y5TKSEvKo35vgLmAXG7zzqsdbKyz5e8XU5iSdGVicyJ2Ld3WN0HP9+PXsyWaZiKxOTeFBYK+yHRaiT11/s0MqY0y7meNYibf/vnQz7l2w7XU2GoKtctVUyjPhsjTwGi7rtFFLEJkTWenUORMYprOjtdC7zMQ0uiniXmSQ0Go3QTTF9PnTTaBb+tWlERKOQR8O9t7K8Xp1F7r/pnBZ/iLX/4FVSVVHGg5oMfuNVNWVpa9UQZiZzX6vQHOjflJeMJHIJQ8A7EQCFNeakmZ8uijNzbE3TR87dQkzUvLioIaZjMS91FIVjuehWIt6hyaX6Stsjz3G87APMwOw9mvQ88PQFgjF8hSEknQwFIEtTVtsnlnNEAoVc5NyBzMUsCk9rn4khHJp2/nMjZDc0N8+NiHecfWd/DHV/7xanedE0b07I/d1IiUMu7ce2FSpmyXCeXZ6XEaLAgxHQXT6ZuOBPP1Ph3x3ahnW20Q8kf8Ot0kBVk8eynPshF8e6WerTkbRr7Jlg0jHA5jsSSf9IlR1WEZ5u5n7mZ3/W6en3qeb73mWwWdXY41uNUaVaqo7Cg2K3zxDZH1bdF1bA/c2MBnnh3HHzPLUWqV1DZ/hrdedhe3td9GvzfAB58cJhgKE166cIntKxULgTDj8yFNa+r0JvEPhlFZqzp31VVrbx8OwtHPRsxOhuLyHydhscG2N8ENf5W6KymxBBdWF+G9mghxjZHVsb5kxGwY+SaTb6fzbEj27U+c/AS+kI9Dw4f4wet+QL29Xnet6TCaZ9ussPeKH4Bljj/b/WdA5CL8j58cYjGUur9ElGcnk+hlYSmxGFBnInnXGfXtc9+O+HY6LHbouAVu+HhKP9XFs2Hlvp1nzzZNFMCpU6c0tXtm8BnsVjsf3/NxwjLMoeFDeVYWTzRvcY/HtxwNnYiW6OjYqGxrivMkOlMB8K8nJwiF4QvHPEmBJrOc5sxEFw92PUgwHFyexXjrZZc0ZEq63+8NcO93+vnKLz3La+pWgtaI8ESi42l0lE4ihtv9RGRGItOFMkDYD+efiMxmJG0Lcuq/f3gpqf2jN0ZmPLL1mUi+IsRj0OpL6xGtYzM0N8TTg09z/1X3c1vbbTzS/UielcVjNM/2hb18u/ff+cHFHzA0F8kv/bVTk9zdEX8hk863lWenJpwwMXiq72KRlORG3nUe/WzEi7OtuAr74MJ/pvZhvTwb8u7bK/Vs01wsaylRGJZhvnTuS7xvx/uwCAvv3fFe/uncPyWljMknjY2N9HsDfPjHIynNLGpkqQw5ykIgvLwW7tO3uAhJKLWA3XrpZbNGUhkd7pvjvwcj69gmF8OUxKQ8KiuBqZJ/p8b3bpxljTze+6NlM3/i5RJNaZGiASWnR3xxa+pyQcvvnI7GxuIv7NfCuteZLsVQJmQoYqiJHP0se57/ZOSiOzAf+bf7iYipp9t3tCJggTFLSedioHVsHjr/EG/peAt19jredcW7eKz3MSZ8hav+ZyTPLi8RzJQ+jj1wI3du/G0eOv/Q8kX4Y70lmtLZKc9OTWL6uD0dJil3nU+dUd8OafTtdezZuq1ZzjdHjhxh//79GdtEZ5VvaLoBgJtbbuZL577EoeFDBVu7PDg4yFfOlaQN7MgW9ZyYQqi5Gh7KkK3iIz8ZWf6/AHY02HhPZ+QR5q8mnuPL5+f45+vvYci3k78+8dd85TcfIyytBL2jlNQ2xvWVmG4oNvAkSi5rnKNojfRORabCBkZi3evMlPonE71PQyDmsd6SeR/p+BP2vxhjytF8m6/60KW2scs+omvctt8VWeNmKYy1afGl9YqWsYnOKv/w1h8C0FzRvDy7XKi1y0bybK9/kvccfYYvX/cNNtZUc/tTt/P723+fr97RwsKEO86zo/3F+rby7PQkpo878kIP+6/YWjQ9WsmrzpX49jr1bNPMLAeDmafzo7PKr219Ld3ebs5PnafH28OtbbcWdHbZFwxz2n3pLi320VuqqOdEYk0qSnN1KRvrbEmvfm+AycVLswoSODfmwyIE7bWl/MfFh3j/rvfSWlPGKxteSWN5IyennmZjnQ2blbi+UqUbSpU/NCxzm6nQ8jtnwihr6rOx7nXmkl8zFmtJxLCjLJl30GpPbhvNtxkldtmHltmMPJDNl9YzWsbmofMPcZ3rOtwLbs5Pnef81HluaLqBb174ZsFml43i2RvrbDzt/n+8YeNtXNXQTp29jrd0vIWHzj9Ec3Vpkmen8m3l2dpJLF1tVPKqcyW+vU492zQXy9mYCcxQZi3jyf4n+ejxjy6/fjLwE0pECXPBuYLoGJsLEusVsYaTKuo5llxN6ovHPEnvRfs9NnqMSd8kt7XftrztfTvfx1fOfYWghnVE/d4Azw4/R0AmV2PKtMY5kWy/s2KNEE39Y80xEj4xh6bWfJs5VgRUGBOv38tL0y/FefaDzz9Ie2U7g3ODBdFgFM+e8E3weN/jvGv7u5a3vWPrO3h68OnltcuZ6PcGODr0IotcSLsPLSjPXkeUVkRSeubCOvVs0yzDyEatrZZvvOYbRdXQ7w0wHwiTeA8SCMGXf+nh+ZiUQrF3+7GP+7SmBjo/7ouboYhiFZFyp73i3wjLMB86+qG47UPzQxwcPsgVXJHxd/nnkxcZKvkUleIGnIEPLL9vEcStlctUKSpVGdhMeUQVJmff/eCfgRd/qK19qhya0YvukMjc1gQVnxTZ+fyrP1/U/RvJs6udTwLw6VOfjtteIkr4+otf53ecv5Pxd3nkVxOMlPwDYeZo9v0jYul3Up6tyMiu+5YC/DTMuK5jz14zF8tG4F9OTnBjioxHAjg14luu8BQl1lxzNanHurxYBHEpiiwCdjXaef9eJxPBDzKyMJL0uTdvfjPXbriWmdGZtL/HrD/MT93fotJ6NfPWX9Ao76EUV6Scakjy6VsaqSuzZi2pmuqR4ErWzylMgqUE9v8lXHgqku0iEWGNvKwlkRmHzbdA5/uT2+27H44fAas9fb5NE1R8UhgfI3l22HIHr6jfnvS5N29+M5dVXwbe9L/HrD/MwaGjSNsMVllBoPQX1MgblGcrslPdfKl4SCLKs5cxzcVyZ6ex05fO+sMcH1xkcLKEspLYXI4sB3qUWkSc+YYly3f7uZjU+FwwqcRqtL/TIz6q7Faaqney07Ezrd7yxvK020LMICt+zD+88hGeHvo+U/4f8Ec7HgC0l1NNVQY28XfOZtxg3MjqRJTOJUor4Iq701di6nz/pcT3fT+FCz+BbXfA9R+7FOBhKaHzqlfDNYfT59s0SMUno/tSMTH62BjNs6tsLbRUtqTV67enuAFdorJU4HQ9xjta30tVaQ0P9/w9n9t7NxZhUZ4dQ2xV0s4tm4srRiN515nNS2M9++WfRSZDOl4bKTxiX6q2uQ482zQXy263myoDV9yJpg1anJ3GWl4dt81mFUhIGx0NaDapaOT1J1/TiLPCmrI/LYY2Pz+PzZa6xPXXX/w6v9F6M3ubt7C9/n9w+1O388el76G1UnuEc6oysLlqzKbTSKxVnRM+P/V2m7YiA9Fk8tGZh1SVmI5+Fvqeicw8R59Iv/AYuE/DXd9evmB2e6epcjXGP5ZLTFZfwEp96TC6LxUTo4/NWvLso6NHWQhNc9/2N2LBwn9cfIgX5g5yW9ttKdunYj14dmxVUrd3mioTVBvMq06tnv3yT5c8e+mG7aUfRXIu73jLciaLte7ZprlYrq8vXEWnWHKp6NRcXcpiaSVlZbkbhVaTikZeP9kzs6rHYulKknr9Xr750jf595v/HSASkb3lLTz0wkP89bV/ndM+mjXMZmTDLKVT16rO4QUf9fYsx3O6dED3/QwWJuLLnZ5/PBIBnchkT2T24oaPA1BfWZm9/333py6rWkCK5UtmQHl2hHx7tpSSL537En+w4w+wisjF+Ht3vJfP/fpz3Np6KxahPY5/rXt2bPq4OI8xMHnRqYdny1BkrTPA9R9d855tmmwYMzPp19jmi5UkZvf70z8qy0S6VEOxj89Wm9JHi86vv/h1djl24Q/7eWn6JV6afonrXdfzZP+TBYtOj2Wl41lo1rXOdOmAjv9jfCWmuVHI9Ie753vLEdEzizGP6bKlGypApb50FMOXzILy7MJ49tHRowzODXJ5zeXLnt1U0URQBnlq8KkV72+lmMUL4zzGwORFZy6ebUl+GrJM6FImi7Xu2aa5WL5wITkdTr5JlT8zG9PTKcr36qhHr5Q+6XSOzI8wPD/Mh499ePn1yZOfpLmimd6Z3hXvb6Xkczz1ZN3qzCUdUGVj5vKn4lL+zgujY7n3XwSK4UtmQXl2YTz75dmXqS6t5iPPfWTZs//k2J9gFVb6Z/tXvL+VYhYvXPYYg6O7zpw9O0se5qVMFmvdszUtwxBCPAzsBH4kpfxUiu3vBe5Z+m8d8Bzwh8CFpRfAB6SUZ1aksgikmhEoZuqcQqX0+V+d/yvttoVActojxTonl3RApRWRYL4XHkvdl0wREW3ydEPFQnn2+vHsey+7l3svuzflNuXZiiRy9eztd6VfigExmSwu5t6/icg6syyEuAuwSin3AVuEEEl1F6WUX5JSHpBSHgCeBR4CrgK+EX3fTKYLxkvMninyuhCs5PGmYm0QylSRK9d0QNd/DBwpSreWlEVMOfGxnMnTDRUD5dnKs0F5tiINuXrqvvsj3pzqcjGVb69Rz9Yys3wA+PbSz08B+4GeVA2FEK2AS0p5XAjxPuB2IcTNwBngPVLGZ70WQrwbeDdAS0sLBw8ejOuvqamJjo4Ouru7kVImbQdwOBx4vV6qqqqYn59ndnY2bntlZSXV1dV4vV4cDgdDQ8mVkFpaWpicnKS2tpaZmRkmp2e53hHgurqI0f1yzMKLnnn6hsdpb3QwPDyc1EdraysejwcpJRMTE8zPxz9qqKmpwW63Mz8/T3V1NSMjyTmQ29raGBsbw+l0Mjk5ycLCAgChsOS6Oj/Cb2VsETZWSs57Ldx7WYiwnOHliz6sFoEQgtbWVkZHR2loaMDj8bCYsN6prq4Oq9VKKBTC5/MxNhb/iMdisdDS0oLb7cblcjE2NobP52NkJsAHd4UZHhrAUdKIEIJgMIjNZmN8fDyuD6vVSnNz83Ifo6OjSevY6uvrkVIipcRqteLxxFe2Ki0txeVyEQhEjN7tdi//HMXpdBIKhRAi8rtPTMSXx7XZbDQ2Ni7rGB4eJhSKP4k3bNiA3++npKQEKSWTk/F/yOx2Ow0NDct9DA0NEQ7Hz9Y0NDQQCoVYWFggFAoxNRVf9bCsrAyn08nY2BiNjY0MDg4mlYRtbGxkfn6esrIy/H5/0qPM8vJyHA4HHo+HhoYGBgYGSKSpqYmZmRkqKirw+XxJfVRUVCClZHx8HKfTyeBg8hr05ubmpPNpeBBKLRGjbHU4aHM66B0dZ1uziyM9F+EVn4PFSSK1z2B/z2fobr6LjtoyBsZnGJxcmnGQYQgHad/3D7h6v8PA1AwdE89ydPP7ocwBVU3w/AuRplJy5uIA25pd9O68nxF/6XL/AJsnjlDfuBn3+AxtzhKeezH+0ZoQgpt2bOf0y/3samuhe9jNaMJ4bGlsoLqsjIm5OVy1NRy/0HdpY88FSkpK2L9/PydPnuTqq6+mq6sr6Tj1+/2Mj48n+U6ROUCePHvpM5p8e2FhgXA4zOHDh5P2q7dvD4x5ud4xu+zZACc9c1ycmKeKRWpra9P6djAYJBQK4fV6dfPtqGfvdwh+4bYwuuTbL0xZuK7ukmcvjacm3w6Hw0xPT2O32zX59sj47LJnM1OKw+EoiG8Dy30Y0bfHhyNeFgqH6Rsbp6qsDF8gQM+IO15nVRW72ls51XeRPR2bOPJCT1Lp6c4tm3F7p6mvrGRmcTFpyURjTQ3bml10DQyxe1M7h86dT/L+vZdvYcAziau2hom5OfrG4r+XxUAAXyBA97CbXe2tHD53nkT2bb2M3rFx2uoduL3T9HvixzTJtxM8G2B/7+fp3v4hOmQJA8NuBicnlz2bujtpf8PbcPU8ysBskI7JwxzdFO/bs4uLhKWka3iCbdvfSu/UHCPVV8aoEGwunaU+IHCPu2lzOvT17Z5IX9l8e3Z2lsHBQez2FOW5MyCy1XFfepz3RSnlaSHErcAeKeXfpmn7GeBpKeXPhRCvBAaklMNCiK8Bj0kpv59uP52dnfL48eNpdTz//PPs3JmcN/js2bMZ9a+ETx8a5bmBhaTk8XvbyrNGM3s8HpxOp+6ahmcCy5HXi8EwZSWRE15rDs1EctHZ7w3wwSeH8YckNit88Q0tBXu8ma/x1Ju1rnNXXXX69HGZIp8tJem3d74/PvI6hucHhtjZ1qKt/1gSUxWtlNaNmprF+pIQ4oSUsujJhQvl2ZDZt9N5Nujv28qz41GenZ7mcjv1dhvnBocveYyBifNCvVipZ++7H0L+lB671j1by8zyLBCtYFFFmqUbQggLcDPwsaW3fi2ljC5yOQ6kePaqnW3btq3m45pZbWJ2h8ORF13RlD793gD3P+XmH9+4OvPLRWcuJV31Jl/jqTfrWqelJHM6oNjI6OjETPellENJBObZVrEURV1akb1/yM2cdaRQvpQjyrNRnq08OzXRdJjbml3FlqKJvOhcrWcnrjleB56tJRvGCSKP8QB2A31p2t0APCcvTVU/KoTYLYSwAncCp1ekcImurq7VfFwz0cTsf//6Jv7utkuvv399Ew/d0ZI1MXviYym9AyxWEu2dikSd6cgUpFIItOosNkonqdMB5RIZHQ5Gci0/eiNdv/wePHpj5P/RDBqZ0g1lS1WUJwrlSzmiPHsVng36+rbybGPSNZC8tMeI5FWn8mzNaLlY/i7wdiHE54G3AF1CiKToauB1QOzitE8CjwKngKNSymdWpHCJ3bt3r+bjOaElf2Y6Ghoaln/WO8BCz5ydsTozUewgFa06i43SmYZMeTqjkdFRYsxz98WHtZtnEVMVFdKXckB59go9G/T1beXZxmX3pvZiS9BEwXUqz05J1otlKeU0kYCRY8DNUsrTUsoHUrT7qJTy8Zj/n5VSXiWlvFJK+bHE9rly6NCh1XZREGIDr/SaUYjtT69o71QBYolEH2+WWgTlJZdepRax/Hgz32jRaQTWus4Jnz8pMEUTWiOjE8zz0La/iryvxTxzMXedMaIvKc/OjcRzQk/fVp5tXA6lCJQzIgXXqTw7JZoWhkgpJ7kUXV0UVvSHuojonfOzUDk7Y4k+3tRS0lWxttFU9joV0Tyd3U/EzyKUlMG2NydXilryaBlb6S9bbs4ipioyqi8pz14Zevq28mxjY5bjs+A6lWenRJ05eULvnJ/ZHq3lK/n8ah5vKhRAJGBj25vBao8YrdUe+f+++yOzD1N9YKtauXlGzb2kLP79kjLY+qaIaRe5apTCHOjp21qWQ+TDt5VnK1ZNMT17+12Rn6f6DOXb+Qs5XMfoPaOQGO0tgcWgpGTp0dr5cR9/9tRI1mjrhUCY8tL090fZtmdiNZ9VrHFSRUZbbcmR0DUbYfpifKWoxNmMdOy7P/JvbH/V7dD9PXjpRwWLtFaYFz19O5tnz/rDTC6E+MCPhlbl28qzV8aEz5+90XqmWJ699c5IbudHbyxohgwtrM8zJc/oHWCRGO29fUPkcfiOBhsP3dHCY13erGvssgWtrCaoRVWKUmgiNjI6VST0TH/EfK12EJb42YxsRM397Yfhzm/B1t+M9Bf2FzTSWmFe9PTtbJ5dZbNoWhudyVuVZ6+c4YU0pZsV8RTSs99+GISAJmAoYQAAIABJREFUnu8VPEOGFkxzsbx3795iS9BEdX1jXgIsoo/WhBCcG4vcFZ8b8zGgMdo60Zibmpoybs8FvQMZY0nUaVTWg86MZa9zIVMk9PRFeOt/sveKqyLmef1Hc5tRKK2IzIL0/KAgkdZm8aViYJaxaWpqyktgXDrPDoa1Z8mI9Vbl2fryqss6ii1BE3sv31JsCfn37Oja5gJkyFipL5nmeeTAwABbt64qR35BCPvm8hpgkbim7gvHPFmTz6cy5srw7HLy+NUEtegdyJjIzMyM4ZPcw/rQOTy/SFtlefpKflpJCAyJw2IF/ywDwUq2rrSaU7b+MwWe5IhZfKkYmGVsoudEvnw73TronH17zMvmZmfqbcqzc2ZgYpJtzca/sB/wTLK12AVU8u3ZWvahk2+v1JdMM7Pscpmj2k5FRUXeAixSrambXAxnTT6fyqwrKioybteK3oGMicTqNDJm1+n1e3mw60F+65nf4p6f3sPD5x9mMRR/h+8NBPURoSES2lVbk7wtGliSbYahgJHWZvGlYmCWsYmeE/nw7VSefXxwgeODCzn79g8v+NNuU56dOyk9xoCk0xkKh/jyua9z/ffv4sr/uJUPHf0EA3PD+RGRb8/WuA89WKkvmeZieWJiotgSNOHz5W8tVKo1dYkkml+6oJWRqfmM27WsZStEpah8jqeemFnnXGCO3z30u4wsjPCX1/wlH7nqI5zynOJ9//U+guEVXiBnMslskdClFUzMzV16P6ZKFN+9J7lK1Ar61wuz+FIxMMvYFNqzA+HIKxYtvj23sMiAN6A8WycmZueyNzIAcV4Yw/989iN8/cUn+Mtr/ohHbvo7SixW9n3/zau7YE7n2/n2bI370IOV+pJpLpb7+vqKLUET09PTeek3cU1dWUI+73Rr7NIFrYxOTGXcrmW2oRCVovI1nnpjZp3fffm7bKraxKeu/RS7nbvpbOjkC/u+gC/k4+Dwwdx2oNUkM6UmAvrGxi+1XUlZ1Cz964VZfKkYmGVsCuXZib6daW10Km/d2xDmkVOTyrN14uVxc5TljvPCJU6On+HnQ0d5+vX/j9vaD7Bnw5V8bu8D3LPldj7366/mvhMtvp1vz9awDz1YqS+ZZs3yeidVsvmxuSDBsKTUIthQeemrjK6xS0xfFCUsI0bung2m3R417nRr9TL1ne2zCmNxbPQYb9r0pri1yBZh4fVtr+fY6DFuab1l+f2wlFgzrVmONcnoE7XuJyL/Xv/RS+1SpSZKNXMQDSwJJcxWRYM+XvWh1J/T2r9CkSfSFQgZmwsiIM6zIbtvCxG5oJaAXXn2uuZnQ7/gzZtfR3nCLOzvXHYH7zz0J7l3qMW38+3ZueyjCKiLZRPRnLB2bmNd5opqmao5hbxuXFUlKw5qUZWi1g6VJZVMLCY/mprwTVBVWhX33lCmIL+VmGRsJHQqVhv0ka1/hSKPJHo2rNy3g1MjPHRHMxKUZ69zamzVjI6fTXp/dMFDTYJnZyVX3863Z2vZRxFQF8trnFRmDTAwKzJuX03fCnPxpk1v4tO/+jS3tt2Kwx6JYh+cG+Txvsf55xv/Oa6tNxCkLV1H+YhmLmJZVIWiWKTy1oFZy6qDxJVnrw3u3vx6/vyXf8uJ8TNcu+FKABaCi3zq1IO8Y+vduXWmt2+vUc82zcWyWXI3miUSWOnUFzPrvM51Ha9rfx13Pn0nt7Tcgj/s52dDP+MDuz7A5TWXa+9cR5NsqquN/BAN+uh+Ij7/ptYqUXnGLL5UDMwyNmY+d42IWXQ21dYWW4Imlr0wBmeZg3+98XO89sf38brWm2gsd/JE30+4uWUf79r+1tx2oJNvr3XPNs3FckeHORKI15rkBFQ69cXsOv9o1x9xx8Y7ODRyCKuw8oc7/5CmihxNRUeT7GjYcOk/qcqi5iFYbyWYxZeKgVnGxuznrtEwi87NsR5jYDrS6Lxj0630/PYh/qPvx0z7Z/jua7/KnqVZ5pzQybfXumdrWqQkhHhYCHFUCPFAmu0lQoiLQoiDS68rl97/hBDil0KI/7sidTF0d3evtouCMDmpf0UkvVkIhE2hE8wxnrA2dG6q3sQ7tr6D+y6/L+OFcjhTJT+dopm7h92X/pOqLGquVaLyhFF9SXm2dsxw7irP1p+eEXf2RgYgzgsTcJY5ePcVv8OfXvWelV0oR9HBt9e6ZwuZpYStEOIu4E1Syv8hhPgX4G+klD0JbfYA90gp/yzmvWuBzwK3AB8H/ktK+Uy6/XR2dsrjx4+n1REOh7FYkq/tz55NXuReTKSUq69wlkf6vQE+8KMhHnxDM+1ZAk2KwUIgTHnppe/Z6OMZZT3prC0tyV7JLzC/qmjmsJRYijmerRs1NYv1JSHECSllZz5laaFQng2ZfTudZ4OxfNvo567y7Pywo7YKa5rj00gU1AtX4dtr3bO1XOYfAL699PNTwH6gJ6HNq4HbhRA3A2eA9wA3Af8hpZRCiJ8ArwfijFcI8W7g3QAtLS0cPHgwrtOmpiY6Ojro7u5mfHw85QnocDjwer1UVVUxPz/P7Oxs3PbKykqqq6vxer04HA6GhoaS+mhpaWFycpLa2lpmZmaYS0gCXlVVRUVFBbOzs9TW1jI8nJz0u7W1FY/Hw8LCApWVlczPxyf1rqmpwW63Mz8/T3V1NSMjI0l9tLW1MTY2htPpZHJykoWFhaQ+bDYbi4uLVFRUMDo6GrddCEFrayujo6M0NDTg8XhYXIyvwvbzIcGmSsmke4DG8lbGxsbitlssFlpaWnC73bhcLsbGxpKSzDscDoQQBINBbDYb4+PxeSCtVivNzc3LfYyOjuL3++Pa1NfXI6VESonVasXj8eAPSS5O+dlYZ6OyzIbL5aKvr4+Ojg7cbjeBQHzifKfTSSgUQgiBECIp2bjNZqOxsXFZx/DwMKFQ/NqsDRs24Pf7KSkpQUqZNCtit9tpaGhY7mNoaIhwOL6iQENDAyMjIzQ2NhIKhZiamorbXlZWhtPpZGxsjMbGRgYHB0m8SW1sbGR+fp6ysjL8fn9SrtLy8nIcDgcej4eGhgYGBgZIpKmpiZmZGSoqKvD5fEl9VFRUMDc3R3l5OU6nk8HBwaQ+mpubs55Pwepqpqcm2d7cxJHziVYA+7dvpds9RUdjCwPjkwxOXozb3u6sx1Vbw8DEJB0NGzja81JSH1JKNlRXs63ZRe/YOCNT3rjtmxs2UF9Zids7TZvTwXMvXojbLoTgph3bOf1yP7vaWugedjOaMB5bGhuoLitjYm4OV20Nxy/0XdrYc4GSkhL279/PyZMnufrqq+nq6sLjic/N6vf72bNnT9I4FZkD5MmzQbtv/+xnP+N1r3sdhw8fThJoJN9++eWXaW9vx+v1GtK3R2YCXOWA8ZEBai0bsNvthvHt4dHxZc+2WQWlpaUEAgFKS0txuVyG9m33IFzmaqSqrAxfIJA00+ysqmJXeyun+i6yp2MTR17oIZiwtrdzy2bc3mnqKyuZWVzkwmj899JYU8O2ZhddA0Ps3tTOoXPnk7x/7+VbGPBM4qqtYWJuLimv8mIgwM07r6B72M2u9lYOnztPIvu2Xkbv2Dht9Q7c3mn6PfFj2upw0OZ00Ds6zrZmV158e3ZxkTdcs5uu/sHi+HZPpK9svj07O8s111yD3W5PGoNMaJlZfhj4opTytBDiVmCPlPJvE9q8EhiQUg4LIb4GPAbsBn4tpfyeEGIb8GEp5R+k20+2meWDBw9y4MCBpPdjZygS73CLwcDAAG1tafMFFJV+b4APPjmMPyT506uCXL5pI221xomO/vShUY71L/Dq9nI+dlMkqMDI4xnLetO5q65a2+zRCmcqDj7/Agd2XrEKhatE4yxFrC8ZaGa5IJ4NmX07nWeDsXzbyOeu8uz8MTw4wC27dhh+FrwoXrgC317rnq3FoWaB8qWfq9J85tdSyuht+3Fgq8bP6Ua/N8C93+nXtWznWiOuepPUt2rTaomWYZXoX35VUQRWUu5UoRem8GxQvp0N5dn5I0W6aYXy7bRoMcMTRB7jQWTmoS9Fm0eFELuFEFbgTuC0xs/pxtdOTRLSuWznWiJqbDG+ayiDi/2joHf5VUURWGm5U4UemMKzQfl2JpRnKwqO8u20aLlY/i7wdiHE54G3AF1CiE8ltPkk8ChwCji6FBRyBLhGCPEF4M+Bb+gnOx6z3+EWgrgZiiWMYnCJfxTCUn2PRidjRoxoRahg/Hr55YpQgfnUn1PoheE9G5RvZ0N5tqKgKN/OSNaLZSnlNJGAkWPAzVLK01LKBxLanJVSXiWlvFJK+bGl98JEoqqfBV4vpexdjdB9+/al3WakO9zm5uai7Tsds/4wx/oXKLUIyksir0d6Sii1CI71LzDrD2fvJI9k+qNgxPFMxXrTOTS/mBSosky0IlQqohWhsrBv62WrUFc4MvlSsTCDZ4NxfNuI567y7PxjFp0F88JV+vZa92xNSe+klJNciq7WjJRygUjgyKrp7e3liiuSF49nusMtRiCE1+ulvr6+4PvNRJXNwlfvaCEQs0grNO/FWlGLzSqoshUvuCb6R8FmFVhi4izCEo71LzA2MUVTg7No+rRixO89FXrpzFj2WoeKUL1j41zRYvw/Zul8qdgY2bPBWL5txHNXeXb+8Xq94KwrtoysFMwLV+nba92zi58hWiPpomsz3eFGo3MLSVVVVcH3qYXm6vg/QP6KWmy24ufsTPVHIYrNKqi3myMKw6jfeyIF0alDRai2ekceBeqHGaL+i0WmsTGSbxv13FWenV+qqqoIS4nV4NkwCuaFq/Ttte7ZprlYdrvdSabmXQhkvMOd9YcLfgc+Pz9vCEPLhpF0Jv5RiGVqasowOjNhpPHMRMF0rrLcqds7TVVZWR4F6kMqX1JESDc2RvNtde7mzlrx7KH5iuwFlopMQb1wFb691j3bNBfL/f39XHZZ/JqY2vLSjHe4xXhUNTs7S12d8R/tKJ36sh51RmdlpJSMLXqoKCmnqrQysjFa7vRVH0rO16khh2e/Z4LLXIV/MpQrqXxJESHd2BjNt9fjuZtPzKTTW1eXfjmZQciXF075vISlpL4s5rtK59uBeZgeWNeebZqL5XRkusNVKBT5Y2h+kV9PHOPPfvk3DM27CYSDvLH9NTy47xM0lC+tWSytgLrNkZ/DwUgKothZi+13RWYtLKa3IkUOKN9WKIrD+amXeP8vPs6xsV8hEOyu38E/7Psrrt1w5aVGUd+O5l1Wnp3/pPMKhWJtcmjkOL/37Ef4u70P4HnbaQbvfY62yiZu+893EJYpovVVDk+FQqEoGpM+L6958l7etOkWxt/2Kybefpp3bX8rr//Pd9I/m1xSXnn2JdTFskKhWBH/1v1vfGLPh3ld200IIaixVfN/XvUxAJ4efDa+scrhqVAoFEXlkZ7HuLl5Hx/Y9bvYrXZKLCW8c9tvcd/ld/Llc1+Pb6w8Ow7TXCy3trYWW4ImKisriy1BE0qnvqxHnS9Nv8QNTa+Ke08IwY3Nezk7cT6+cY45PFsd5oisNosvFQOzjM16PHfzidKpL3p6Yddkd5JnA9zY9Cq6pnri31SeHYdpLpbNkqKpurq62BI0oXTqy3rU2VrZysnxs0nvnxw/y5aajfFv5pjDs81pDuM1iy8VA7OMzXo8d/OJ0qkvenrhluqNnPQke/aJ8TNsqW6Pf1N5dhymuVju7V1VMamC4fV6iy1BE0qnvqxHnW+7/G189Pj/4YznBQCC4SB/f+afGZp3c/vG34hvHM3hWZKQWqikLPJ+QoR17+i4bjrziVl8qRiYZWzW47mbT8ymc8LnT1+N1ADo6YW/u+23eaLvJzze+2OklEgp+engEb76wjd4zxX3xTdWnh2HMMpB0tnZKY8fP552ezAYpKQkOfry7Nnku6RiEg6HsViMfw+idOrLetX5eO/j/NO5B2koczK+OMFlNZv42k1/nzyzDDllwwiGQpRY0zwCLAStKfSnINaXhBAnpJSd+ZRlNDL5djrPBmP59no9d/OFGXXuqqs2bK5lvb3wqPsEv/fs/SyGfJSIEoIyyJev/wy3tt2Y3Fh59jKmyf1x5MgRDhw4UGwZWRkaGjLF40elU1/Wq867Ou7i/qveyvNTPdTaarisZlP6xplyLydw5HwPB3Yar4x0ImbxpWJglrFZr+duvlA69UVvL9znupauu5/h+akeQuEQr6jfjkWkublRnr2MaS6WFQqFMbFb7eyJzdGZjdjcywqFQqEoKEIIdjm2af+A8mzzrFlWKBQKhUKhUCgKjaaLZSHEw0KIo0KIB9JsrxVC/FgI8ZQQ4gkhhE0IUSKEuCiEOLj0ymHqSaFQKBQrRXm2QqFQ6EfWi2UhxF2AVUq5D9gihNiaotl9wOellLcCI8BtwFXAN6SUB5ZeZ/QUrlAoFIpklGcrFAqFvmhZs3wA+PbSz08B+4G47NVSyn+K+W8DMAq8GrhdCHEzcAZ4j5QyGPs5IcS7gXcDtLS0cPDgwbgdNzU10dHRQXd3N9ddd13SdgCHw4HX66Wqqor5+XlmZ2fjtldWVlJdXY3X68XhcDA0lFzSsaWlhcnJSWpra5mZmWFubi5ue1VVFRUVFczOzlJbW8vw8HBSH62trXg8HlwuFxMTE8zPx1e3qampwW63Mz8/T3V1NSMjI0l9tLW1MTY2htPpZHJykoWFhaQ+bDYbi4uLVFRUMDoanxRcCEFrayujo6M0NDTg8XhYXIyvvlNXV4fVaqWqqgqfz8fY2FjcdovFQktLC263G5fLxdjYGD6fL66Nw+FACEEwGMRmszE+Hp8yxmq10tzcvNzH6Ogofr8/rk19ff1y6hqr1YrH44nbXlpaisvlWo5adbvdBAKBuDZOp5NQKIQQAiEEExMTcdttNhuNjY3LOoaHhwmF4vNGbtiwAb/fT0lJCVJKJicn47bb7XYaGhqW+xgaGiIcji/l3NDQQFVVFQsLC4RCIaampuK2l5WV4XQ6GRsbo7GxkcHBwaRURY2NjczPz1NWVobf72d6ejpue3l5OQ6HA4/HQ0NDAwMDAyTS1NTEzMwMFRUV+Hy+pD4qKipwuVyMj4/jdDoZHBxM6qO5uTnn82l8OP6ee//2rXQPu+lo3MCAZ5LBhDFtd9bjqq1hYGKSjoYNHO15KUnHddsu58zFAbY1u+gdG2dkKj4d1eaGDdRXVuL2TtPmdPDcixfitgshuGnHdk6/3M+utha6h92MJozHlsYGqsvKmJibw1Vbw/ELfZc29lygpKSE/fv3c/LkSa6++mq6urqSjtMtW7YwPj6eNE5F5gB58mzQ7tv19fWEw2EOHz6cJNBIvm232wmFQni9XkP7tsPhYHp6GrvdbmjfjtVhZN/esGED09PTlJaWct6/yIgnXoezqopd7a2c6rvIno5NHHmhh2BC3uHOLZtxe6epr6xkZnGRC6Px30tjTQ3bml10DQyxe1M7h86dT/L+vZdvYcAziau2hom5OfrGxpP68AUCdA+72dXeyuFzCQWfgH1bL6N3bJy2egdu7zT9Cb9Lq8NBm9NB7+g425pdHDnfk9THqn1bQlhKuvoHi+PbPZG+tPj24OAgdrs9aQwykTV1nBDiYeCLUsrTQohbgT1Syr9N03Yf8Ckp5W8IIV4JDEgph4UQXwMek1J+P91+sqWOe/7559m5c2fS+0ZKQQTg8XhwOp3FlpEVpVNf1rPOfKRden5giJ1tLbr2mRMa0xDF+pJRUscVyrMhs2+n82wwlm+v53M3H5hVp1HTxxXdCzVSdJ159mwtM8uzQPnSz1WkWbohhKgHHgTuXnrr11LK6K3tcSDVo0DNdHR0rObjBaO2trbYEjShdOqL0qkvHY0bii1BEwb1JeXZOWCWc0Lp1Bez6DSNF5pF5wp9SUuA3wkij/EAdgN9iQ2EEDbgO8BfSClfXnr7USHEbiGEFbgTOL0ihUukeuxsRGZmZootQRNKp74onfoy4JnM3sgAGNSXlGfngFnOCaVTX8yi0zReaBadK/QlLRfL3wXeLoT4PPAWoEsI8amENr8H7AE+thRFfQ/wSeBR4BRwVEr5zIoULpFqfaURSVw3Z1SUTn1ZzzrzUS42cb2cUTGoLynPzoH1fO7mA6VTX0zjhWbRuUJfyroMQ0o5LYQ4ALwW+KyUcoSEGQcp5ZeAL6X4+FUrUqVQKEzD8IKPerut2DIUSyjPVigUCn3RVMFPSjnJpehqhUKhUBgY5dkKhUKhH6qCn0KhUCgUinVNWOelZIq1hWkultvb24stQRNVVVXFlqAJpVNflE59aXfWF1uCJsziS8XALGNjlnNC6dSXRJ1D84u6x17ogWm80Cw6V+hLprlYdrlcxZaQloXApWTnFRUVRVSiHaVTX9a7Tr2D/Fy1Nbr1lU+M7EvFxshjozw7f5hVpzeQVH/HEJjGC82ic4W+ZJqLZaOmIer3Brj3O/0MeCNVigxWySstSqe+rHedwwu+7I1yYGDCHJHVRvUlI2DUsVGenV+UTn0xjReaRWceU8cZAqMmuP/aqUlCYXjkVORAMUuic6VTX5ROfeloWNsJ7tcDRh0b5dn5RenUF9N4oVl05rEoiSE4evRosSUk0e8NcGJoEQmcGFpgwBtgeHi42LI0oXTqi9KpL0d7Xiq2BE0Y0ZeMghHHRnl2/lE69cU0XmgWnSv0JdNcLBuRr52aJBiOrNMMxsxUKBQKhcJ4KM9WKBQrQV0sr5DoDMWS7xKWkZkKf8h40bQKRSFQqZcURkZ5tiIbysMU6TD9xXJbW1tR9hs7QxElGAbPvDEjahWKfDM0v7g2/tjUmSMFkplxOBwF36fybEU21oyHrTcK4NmaKvgZmbq6OgCGhoYIh8NZWuvDrD/Msf4FbFaBRVx6Pywj22b9Yapspr8PUShywhsIwtwCzRVlWIUAIRDZP2YchAVq66DSHHlizUxraysAk5OFWQahPFuhBdN72HqjgJ4tjJKEu7OzUx4/fjzt9nA4jMViHDN72TOHP5h8cW6zCjZtMP4fW6ONZzqUTn1ROvUlVqcQ4oSUsrPIkgpKJt822neoPLswKJ36onTqy0o92/i/2RJdXV3FlhDHJmclW13VSa/p4d5iS9OE0cYzHUqnviid+mIWncXAaGOjPLswKJ36onTqy0p1mmZm2efzYbfbC6hoZSid+qJ06ovSqS+xOtXMcjxm/A6NjNKpL0qnvphRp+4zy0KIh4UQR4UQD+TSRsvntNLba467f6VTX5ROfVE69cWoOpVna0fp1BelU1+UTn1Zqc6sF8tCiLsAq5RyH7BFCLFVSxstn8uFkZGR1Xy8YCid+qJ06ovSqS9G1Kk8OzeUTn1ROvVF6dSXlerUkg3jAPDtpZ+fAvYDPRraXJPtc0KIdwPvBmhpaeHgwYNxnTY1NdHR0UF3dzdSyqTtAPv27aO3t5e2tjbcbjf9/f1x21tbW2lra6O3t5dt27Zx5MiRpD72799Pd3c3HR0dDAwMMDg4GLe9vb0dl8vFwMAAHR0dKSvA3HjjjXR1dREOh3nhhReSvpDNmzdTX1+P2+2mra2N5557Lm67EIKbbrqJ06dPs2vXLrq7uxkdHY1rs2XLFqqrq5mYmMDlcpH4+LOkpIT9+/dz8uRJrr76arq6uvB4PHFttm7dit1ux+/3Mz09zcmTJ+O22+129u3bx4kTJ7j22ms5ffp0UsT69u3bsVqtLC4uUl1dzenTp+O2l5eXs3fv3uU+Tp48yfT0dFybnTt3EgqFCIfD2O12zp49G7e9qqqKzs5O5ufnATh+/Dizs7NxbV7xilfg8/mwWCxYrVaef/75uO01NTXs2bNnWcdzzz3HwsJCXJvdu3czMzNDWVkZoVCI8+fPx213OBzs3r17uY+jR4/i8/ni2uzZswe/38/4+Dg+n4+envjTw+l0smvXLk6dOsWePXs4cuQIwWB8uqrOzk7cbjf19fXMzMxw4cKFuO2NjY1s27aNrq4udu/ezaFDh0hcQrV3714GBgZwuVxMTEzQ19cXt72pqYlwOMyZM2fYtWsXhw8fJhGjnE9SSs6cOcO2bdvo7e017PkU/d4Tj80ic4A8eTZo9+2FhQXC4bChj7Mbb7yRhYUFfD6foY+zrVu3EgwG6evro76+3tC+DSz3YWTfDoVC9PX1UVVVZWjfXlxcxOfz0d3dbWjfnp2dJRwO09XVZWjfnp2dZXBwMPclI1LKjC/gYWD30s+3An+upY2Wz8W+rr32WpmJn//85xm3GwWlU1+UTn1ROvUlVidwXGbx00K8CuXZMotvm/E7NDJKp74onfpiRp25eLaWNcuzQPnSz1WkXrqRqo2WzykUCoVCX5RnKxQKhY5oWYZxgsjjuGPAbuC8xjYDGj53qYMTJ8aFEC9naLIBGNegt9gonfqidOqL0qkvsTo3FVNIDAXxbMjq22b8Do2M0qkvSqe+mFGnZs/OmjpOCFEDPAv8FHg98Fbgt6WUD2Ro82pAJr4npfRqFZZCx3FpgrRMSqe+KJ36onTqixF1Ks/ODaVTX5ROfVE69WWlOrM+ZpNSThMJBjkG3CylPB1rumnaeFO9l6s4hUKhUOSG8myFQqHQFy3LMJBSTnIpSlpzGy2fUygUCoW+KM9WKBQK/TBTAMdXiy1AI0qnviid+qJ06otZdBYDs4yN0qkvSqe+KJ36siKdhil3rVAoFAqFQqFQGA0zzSwrFAqFQqFQKBQFRV0sKxQKhUKhUCgUaTDcxbIQolYI8WMhxFNCiCeEELYMbR8WQhwVQjyQrk0+EUK4hBDPZmnTKoQYEEIcXHo1FEpfjAYtOkuFED8QQvyXEOJ/Fkpbgoas36cQokQIcTFmPK80oMaiHpdaNBR7HGN0ZDw2jXBcLunIprPo53mxUJ6tP8qzC65ReXYOrEffNtzFMnAf8Hkp5a3ACHBbqkZCiLsAq5RyH7BFCLG1gBoRQjiAR4DKLE33Ap+WUh7fGFz0AAADOklEQVRYeo3lX90lctD5AeCElPJ64LeEENV5FxdDDt/nVcA3YsbzjJE0Fvu4zEFD0cYxisZjs6jHJWjWWdTzvMgoz9YR5dmF1Vjs4zIHDUX3bFi/vm24i2Up5T9JKZ9e+m8DMJqm6QEupTh6ikjlqUISAu4BprO0ezXwLiHESSHEZ/IvKwmtOg9waTwPA4VOLh67/0zf56uB24UQ/710J64p/aFOHCC7Ri1t8o0WDcUcxyhajs0DFPe4BG06i32eFw3l2bqjPFs/DqA8W2/WpW8X/WJZCPGVmCnwg0KIjy+9vw9wSCmPpfloJTC49PME4CqkTuBDGpP2/5jIgfNKYJ8Q4qo8ylyNzmKP5wc07v+XwC1SylcBpcAb8qkzAS1jVNBxTIMWDcUcRyBSGEPDsVn08dSos6DneTFRnq0vyrPzivJsnVmvvl2sO5NlpJTvSXxPCFEPPAjcneGjs0D50s9V5PnCP5VOjfxCSukDEEL8CtgK/Fo3YQmsQmd0PL1ExnNWN1EpSNQphPgC2r7PX0fHEzhOZDwLhZZjrqDHZRq0aCjmOOZCQY/LVVDQ87yYKM/WF+XZeUV5dnFYc75d9JnlREQkOOQ7wF9IKV/O0PQElx5V7Ab68ixtpfxECNEshKgAbgXOFltQGoo9nlr3/6gQYrcQwgrcCZwugLYoWjQWexy1aijmOOaCEcZTC2Y5z3VHeXbRKPZ4Ks/Wj7Xk2WCMMdWC9nNdSmmoF/BeYBI4uPS6B9gJfCqhXQ2Rg+XzwDmgtkh6D8b8/Brg/QnbbwZeIHK38v5CastR5yagC/gCkcc91gLrS/o+03zvr1gayzNEFuYXU+NuIx6XGnUWbRzTHZtGPC5z0GmI87xI46I8uzg6lWfnrlF5ts7HpxGPzRx0aj7XTV3Bbyna8bXAYSnlSLH1mB0hRAuRu8GfSG1r5vTev+G/Ty0ajfB7GEGDXhT7uFTox1o6Lo1Asc8NM3yfyrOLQ7GPTb0x9cWyQqFQKBQKhUKRTwy3ZlmhUCgUCoVCoTAK6mJZoVAoFAqFQqFIg7pYVigUCoVCoVAo0qAulhUKhUKhUCgUijSoi2WFQqFQKBQKhSIN/x9wD3bIbqDougAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X1,X2= np.meshgrid(np.linspace(X_train[:,0].min(),X_train[:,0].max(),300),np.linspace(X_train[:,1].min(),X_train[:,1].max(),300))\n",
    "X0=np.hstack((X1.reshape(len(X1)*len(X2),1),X2.reshape(len(X1)*len(X2),1)))\n",
    "\n",
    "fig,axes=plt.subplots(nrows=2,ncols=2,figsize=(12,8))\n",
    "for seed,H,L in [(123,0,0),(3000,0,1),(0,1,0),(20,1,1)]:\n",
    "    NeuNet=net.MLPClassifier(activation='logistic',random_state=seed,hidden_layer_sizes=(10,),max_iter=200)\n",
    "    NeuNet.fit(X_train,Y_train)\n",
    "    #NeuNet.out_activation_  #输出节点的激活函数\n",
    "    Y0=NeuNet.predict(X0)\n",
    "    axes[H,L].scatter(X0[np.where(Y0==1),0],X0[np.where(Y0==1),1],c='lightgray')\n",
    "    axes[H,L].scatter(X0[np.where(Y0==0),0],X0[np.where(Y0==0),1],c='mistyrose')\n",
    "    for k,m in [(1,'^'),(0,'o')]:\n",
    "        axes[H,L].scatter(X_train[Y_train==k,0],X_train[Y_train==k,1],marker=m,s=40)\n",
    "        axes[H,L].scatter(X_test[Y_test==k,0],X_test[Y_test==k,1],marker=m,s=40,c='',edgecolors='g')\n",
    "    axes[H,L].grid(True,linestyle='-.')\n",
    "    axes[H,L].set_title(\"分类平面(随机数种子=%d,测试误差=%.2f)\"%(seed,1-NeuNet.score(X_test,Y_test)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "代码说明：\n",
    "（1）第1，2行：为绘制分类边界准备数据：为在两个输入变量取值范围内的90000个样本观测点。\n",
    "（2）第4至16行：利用for循环进行四次感知机网络的训练。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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